{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "0b9ffbb2-8d33-eb0c-5a42-0733bdc3b74b",
    "_uuid": "e14f65723f5ac826104e861c45e58525740d8b2a"
   },
   "source": [
    "# Bikeshare数据集上的数据探索\n",
    "\n",
    "1、\t任务描述\n",
    "请在Capital Bikeshare （美国Washington, D.C.的一个共享单车公司）提供的自行车数据上进行回归分析。根据每天的天气信息，预测该天的单车共享骑行量。\n",
    "\n",
    "原始数据集地址：http://archive.ics.uci.edu/ml/datasets/Bike+Sharing+Dataset\n",
    "1)\t文件说明\n",
    "day.csv: 按天计的单车共享次数（作业只需使用该文件）\n",
    "hour.csv: 按小时计的单车共享次数（无需理会）\n",
    "readme：数据说明文件\n",
    "\n",
    "2)\t字段说明\n",
    "Instant记录号\n",
    "Dteday：日期\n",
    "Season：季节（1=春天、2=夏天、3=秋天、4=冬天）\n",
    "yr：年份，(0: 2011, 1:2012)\n",
    "mnth：月份( 1 to 12)\n",
    "hr：小时 (0 to 23)  （只在hour.csv有，作业忽略此字段）\n",
    "holiday：是否是节假日\n",
    "weekday：星期中的哪天，取值为0～6\n",
    "workingday：是否工作日\n",
    "1=工作日 （是否为工作日，1为工作日，0为非周末或节假日\n",
    "weathersit：天气（1：晴天，多云 ",
    "2：雾天，阴天 ",
    "3：小雪，小雨 ",
    "4：大雨，大雪，大雾）\n",
    "temp：气温摄氏度\n",
    "atemp：体感温度\n",
    "hum：湿度\n",
    "windspeed：风速\n",
    "casual：非注册用户个数\n",
    "registered：注册用户个数\n",
    "cnt：给定日期（天）时间（每小时）总租车人数，响应变量y （cnt = casual + registered）\n",
    "\n",
    "casual、registered和cnt三个特征均为要预测的y，作业里只需对cnt进行预测"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入必要的工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "_cell_guid": "2ba3154a-c2aa-3158-1984-63ad2c0c786a",
    "_uuid": "5eb696b95780825e94ddb49787f9fa339fc3833b"
   },
   "outputs": [],
   "source": [
    "# 数据读取及基本处理\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# plotting\n",
    "import seaborn as sn\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# setting params\n",
    "params = {'legend.fontsize': 'x-large',\n",
    "          'figure.figsize': (30, 10),\n",
    "          'axes.labelsize': 'x-large',\n",
    "          'axes.titlesize':'x-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "\n",
    "sn.set_style('whitegrid')\n",
    "sn.set_context('talk')\n",
    "\n",
    "plt.rcParams.update(params)\n",
    "pd.options.display.max_colwidth = 600\n",
    "\n",
    "# pandas display data frames as tables\n",
    "from IPython.display import display, HTML"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "_cell_guid": "21fa35be-878b-b4f2-ef6e-68dc070b8bfa",
    "_uuid": "73aee228226be55c0c8a6e4fcbf818c56cd94926"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读入数据\n",
    "train = pd.read_csv(\"day.csv\")\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train : (731, 16)\n"
     ]
    }
   ],
   "source": [
    "print(\"train : \" + str(train.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      "instant       731 non-null int64\n",
      "dteday        731 non-null object\n",
      "season        731 non-null int64\n",
      "yr            731 non-null int64\n",
      "mnth          731 non-null int64\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null int64\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null int64\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "casual        731 non-null int64\n",
      "registered    731 non-null int64\n",
      "cnt           731 non-null int64\n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "没有缺失数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "be11c1c7-acfe-cb9a-bc81-95d461b884c5",
    "_uuid": "b53750ea6a3a2a02aa4297f5401e29c2f4d92e31"
   },
   "source": [
    "## 数据探索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#对数据值型特征，用常用统计量观察其分布\n",
    "train.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 离散特征的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "season属性的不同取值和出现的次数\n",
      "3    188\n",
      "2    184\n",
      "1    181\n",
      "4    178\n",
      "Name: season, dtype: int64\n",
      "\n",
      "mnth属性的不同取值和出现的次数\n",
      "12    62\n",
      "10    62\n",
      "8     62\n",
      "7     62\n",
      "5     62\n",
      "3     62\n",
      "1     62\n",
      "11    60\n",
      "9     60\n",
      "6     60\n",
      "4     60\n",
      "2     57\n",
      "Name: mnth, dtype: int64\n",
      "\n",
      "weathersit属性的不同取值和出现的次数\n",
      "1    463\n",
      "2    247\n",
      "3     21\n",
      "Name: weathersit, dtype: int64\n",
      "\n",
      "weekday属性的不同取值和出现的次数\n",
      "6    105\n",
      "1    105\n",
      "0    105\n",
      "5    104\n",
      "4    104\n",
      "3    104\n",
      "2    104\n",
      "Name: weekday, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#对类别型特征，观察其取值范围及直方图\n",
    "categorical_features = ['season','mnth','weathersit','weekday']\n",
    "for col in categorical_features:\n",
    "    print ('\\n%s属性的不同取值和出现的次数'%col)\n",
    "    print (train[col].value_counts())\n",
    "    train[col] = train[col].astype('object')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "类别型特征的取值不多\n",
    "类别型特征可以采用独热编码（One hot encoding）/哑编码"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 数值特征的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7fd7eb5659e8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fd7e840ef60>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7fd7e83bc5f8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7fd7e83e2c50>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#对数值型特征，直方图\n",
    "numerical_features = ['temp','atemp','hum','windspeed']\n",
    "train[numerical_features].hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 特征与目标之间的关系"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.1 每年骑行量的分布\n",
    "violinplot中用x表示类别（年）信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd7ded4aa58>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(data=train[['yr', 'cnt']],x=\"yr\",y=\"cnt\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2011年和2012年的分布差异很大"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.2 一年中每天的骑车量\n",
    "用颜色参数hue表示类别（年）信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'daily distribution of counts')]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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FyMrKAkzr4VWpUsXhOGf3izNNmzbl+++/56677iIkJITU1FRWrlzJm2++Sb9+/bjnnnvYtm2bR8cuLjQ01CvHcfYcKbovMzPTK+fzJvPjWdLjZU64O7sNgYEl/6ltrop1lTm+0NBQmxalRQUHB1vWOvT2/Vz0eO6s91h0njfu39Jy9nr1hn79+vH555/TpUsXAgICOHHiBAsXLuTll1+me/fuPPvssz5NpoqIiIiIlDUlG0VERERExClzkshRJaKZORliz4IFCwBTBeEnn3xCr169aNq0KREREVSvXp3q1auXqpLImaCgIO6++27gUttUuNRWtXXr1rRr187t45qTJnl5eU4TpM7ul5K0aNGCSZMm8ccffzB37lzGjRtH586dCQgIYM+ePTz66KOW9p/+wNlzpOg+dxJVZkXXwvMF8+NZ0uNlToJ5chtKwxxfbm6u0/siPz+fvLw8wPsxFj2eO8nAovNKun/N+4vHHhAQUOJ5vH2hQmncfPPNfPXVV2zatImpU6cycuRIWrRogcFgYOXKlTzwwANcuHChvMMUEREREfEKJRtFRERERMSpRo0aAZCYmOg0wRAXF2d3e1paGmfPngXgzjvvdDj/8OHDpYjSuaFDh1rOsXfvXrKzs1mxYgUAgwcP9uiYDRs2BEwVas7WmXR0v7ijatWq3HDDDYwZM4avv/6a7777jho1apCfn8/MmTNLfXxvcXZbi+4z33dm5spKZwlnX7efNMdU0uNlbmFb/Db4mvl1CM5jLNpi19sxNm3a1PLzoUOHXJ5nXsMQcNoC2Gg0Wm5b8djN1Zrl+RzxRGRkJL179+bll19mxYoV/Otf/wLg7NmzLFq0qJyjExERERHxDiUbRURERETEqZiYGAAKCwtZt26d3TEFBQWsXbvW7j5zlZX5GPYkJSV5rSWoPa1ataJTp06Aqbrxl19+ITMz06rq0V2dOnWyVFutWrXK4Thn+zzVoUMHbrvtNgCOHTtmtc/cYrM8qrx+/fXXEvdFRUXRrFkzq33R0dEAHD9+3O7cwsJCfv/9d4fHLtpW1NPbfd111wGwYcMGh0n1ixcvsnHjRgCuvfZaj87jqU6dOlnas/78888Ox61cuRIwtXI1v3a95YorrrCsd2he79QVERERlrUuzfHZ8/vvv5OWlgbY3r/m8544ccJhC1rzY+Mr3nht3X///dSrVw+wfe2KiIiIiFyulGwUERERERGnOnXqRPPmzQH45JNPuHjxos2Y2bNnW6oXi4uMjLS0gFyzZo3N/sLCQl5//XXy8/O9F7Qd5urGZcuWsXDhQgC6detGVFSUR8erW7cuXbt2BeCLL74gMTHRZsxPP/3Erl27PDp+SRV25vUma9eubbU9IiICgPPnz/u89WhxX331FSdPnrTZvnPnTsuanQMHDrTZ36FDB8CURCuanDabO3cup06dcnhe820GU+LaE+Z1OzMzM/noo4/sjvnggw8sbT7vuecej87jqTp16nDrrbcCMGfOHLv38/Hjx/nyyy8B6NGjh8fPbUcCAgJ46KGHAFMSfenSpQ7HFn/ume/frVu32k2W5uTk8P777wOm94yePXta7Tc/R9LS0vjtt99s5p88eZJ58+a5cWvc58pr6/z586Smpjo8RkZGhmV/0eetiIiIiMjlTMlGEREREREp0UsvvQSYKnFGjBjBpk2bSE1N5dixY7z//vtMmjTJqs1jUUFBQfTu3RuARYsW8c4773D06FFSU1PZunUrjz/+OKtWraJVq1Y+vQ39+vUjLCyM1NRUtmzZAlxKgHjqhRdeoEqVKqSmpjJ8+HB++eUXzp8/T0JCAjNnzuSVV15xeL+4Eu/IkSP59ttvOXDgAOfPn+fcuXNs376dcePGsXPnTsC2NW379u0BU0XpJ598QmJiIvn5+RQUFPi82jEiIoLhw4ezbNkyzp07R2JiIt988w2jRo2isLCQyMhIRo0aZTPP3Mr29OnTjBkzhv3793PhwgUOHTrEW2+9xTvvvEOTJk0cnrddu3aWqr9PPvmEU6dOkZeX59Zt7tChgyWOefPm8corr7B//37S0tI4cOAAL7/8Mt988w1gSjR6ss5nab300kuEhoaSkZHBsGHDWLx4MUlJSSQlJbFkyRKGDx9OZmYmYWFhltestz3++OO0bt3aEs8///lP/vzzT1JTUzl37hxbt27lvffe44knnrCaN2zYMFq2bAmYXjfTpk3jxIkTpKamsnnzZkaMGMG+ffsAeOWVVyxtU826du1K3bp1AXj11VdZvnw558+fJzExkUWLFvHQQw/5PHnnymvr8OHD3Hbbbbz44ov89NNPHDt2jAsXLnDmzBlWrVrFI488Ql5eHoGBgfTp08en8YqIiIiIlJWgkoeIiIiIiEhl16tXL5599lk++eQT9u3bx2OPPWa1/9prr2XgwIFMmDDB7vwXX3yRP/74gzNnzjB79mxmz55ttX/EiBHUrFmTKVOm+Ow21KhRgzvuuMPS/jEiIoIePXqU6pjt27fnzTff5LXXXuPEiRP85S9/sdrfokULxo8fz7PPPuv2sY1GIxs3bnTaGrJfv34MHz7calvHjh2JiYlh586dzJgxgxkzZlj2XX/99T6t/vrwww954okneOGFF2z21ahRg2nTptlUYoKpCq9///4sW7aMDRs2sGHDBqv9w4YNo3bt2g6fH9HR0fTr149ly5axaNEiq7XwGjVqxOrVq12K//XXXyctLY01a9YQGxtLbGyszZjevXvzj3/8w6XjeVurVq2YMmUKzz33HImJibz88ss2Y6pXr87kyZNp0aKFT2IIDQ3l888/Z8yYMezZs4f58+czf/58m3Ft2rSx+r1q1arMnDmTJ554gvj4eD7++GM+/vhjqzEBAQGMHz/ebvVrcHAwEydO5JlnniElJYVx48ZZ7W/evDlvv/02Dz74oBdupX2uvrays7NZunSpw8rPwMBAXn31VUvyUkRERETkcqdko4iIiIiIuOSZZ57hmmuuYfbs2ezevZv8/HyaNGlC//79eeyxx1i2bJnDufXq1WPhwoVMnTqVNWvWcO7cOWrWrEnbtm154IEHuP3225k8ebLPb8PQoUMtycb+/fvbVE95YvDgwbRq1YoZM2awfft2srKyaNCgAXfccQdPPfWUpVrLXYsWLWLjxo1s2bKFhIQEkpKSyM/PJyoqio4dOzJ48GCbVpNms2bN4tNPP2XdunWcOnWK7Ozs0txEl8XExLBw4UJmzJjB5s2bSUlJITIykm7duvHMM8/QsGFDh3Pfe+89OnXqxPfff8+xY8cIDg6mTZs2DBs2jDvvvLPE58fbb7/NFVdcwc8//0x8fDzZ2dkO1/ZzpGrVqkyfPp2ffvqJ2NhY9u3bR3p6OjVr1uTqq69myJAh9O3b161jetutt97KihUr+OKLL1i/fj2nT58GoGHDhnTv3p3HHnvMUgHoK3Xq1GHBggUsXbqUZcuWsX//ftLT04mIiKB+/frcfPPNDBgwwGZekyZNWLJkCV9//TUrV64kLi6OnJwc6tSpQ5cuXRgxYgRXX321w/N2796dr776iunTp7Nz506ysrJo2LAhffv25cknn7Ss9+hLJb22YmJimD17Nhs3bmT79u0kJiZy7tw5AgMDadCgAV26dGHYsGE2yVgRERERkctZgNHdv75EREREREQuU7t27eL+++8H4Pvvv3ea2BARERERERGRkmnNRhERERERqTTM7TWvuuoqJRpFREREREREvEDJRhERERERqRTS0tIsa6jde++95RyNiIiIiIiISMWgNRtFRERERKTCKiwspLCwkLNnzzJx4kSysrKoVasWQ4YMKe/QRERERERERCoEJRtFRERERKTCmjp1KlOmTLHa9uKLL1KjRo1yikhERERERESkYlGysQLZvn07AFWqVCnnSERERERE/MPZs2cBCA4OpkGDBvTv35+rrrqKXbt2lXNkIiIiIiIiIt5lMBgAuO6668r0vAFGo9FYpmcUn1GyUUREREREREREREREpHIqr2SjKhsrEHOSsVOnTuUciYiIiIiIiIiIiIiIiJSl8uriE1guZxURERERERERERERERGRy56SjSIiIiIiIiIiIiIiIiLiESUbRURERERERERERERERMQjSjaKiIiIiIiIiIiIiIiIiEeUbBQRERERERERERERERERjyjZKCIiIiIiIiIiIiIiIiIeUbJRRERERERERERERERERDyiZKOIiIiIiIiIiIiIiIiIeETJRhERERERERERERERERHxiJKNIiIiIiIiIiIiIiIiIuKRoPIOQERERERERERERERERHzLaDSSmZlJRkYG+fn5GI3G8g5JiggICCA4OJjw8HCqV69OQEBAeYfkMiUbRUREREREREREREREKrCCggJOnDhBbm4ugYGBhISEEBio5pf+xGAwkJ2dTVpaGqGhoTRt2pSgoMsjjXd5RCkiIiIiIiIiIiIiIiJuMxqNnDhxgry8PBo2bEh4eLgSjX6qsLCQjIwMzpw5w4kTJ2jRosVlUeGoZ5OIiIiIiIiIiIiIiEgFlZmZSW5uLg0aNKBWrVpKNPqxwMBAatWqRYMGDcjNzSUrK6u8Q3KJnlEiIiIiIiIiIiIiIiIVVEZGBoGBgYSHh5d3KOIic/Vpenp6eYfiEiUbRUREREREREREREREKqj8/Hyt0XiZMa+rmZ+fX96huETPLBERERERERERERERkQrKaDQq0XgZCgwMxGg0lncYLtGzS0REREREREREREREREQ8omSjiIiIiIiIiIiIiIiIiHhEyUYRERERERERERERERER8UhQeQcgIiIiIiIiIiIifiwnHdKOm36u1QTCIso3HhEREfErSjaKiIiIiIiIiIiIrdM7YfNU2LcYCvNN2wKDoO0AuPEZaNKlfOMTERERv6A2qiIiIiIiIiIiImJt2xcwqyfs+e5SohGgsAD2xcLnt8Pvn5ZffCIiIuI3lGwUERERERERERGRSw4sg2XjwVjoZJARVrwCexaWWVgiIiLin5RsFBEREREREREREZPCQvjlH66P/2UCFBp8F4+IiIj4PSUbRURERERERERExOTYOjh/1PXx6Qnw35W+i0dERET8npKNIiIiIiIiIiIiYhK/wf05xzd6Pw4RERG5bCjZKCIiIiIiIiIiIiZ5mR7Muej9OEREpFJKTEykXbt2tG7dmtjYWKdj4+LiaN26Na1bt+bXX38FYMuWLZZtCQkJJCcn8/bbb9OnTx+uueYaWrduXRY3o9JRslFERERERERERERMqkW5Pycs0vtxiIhIpVSvXj1uvvlmABYvXux0rHl/ZGQk3bt3t9kfFxfH4MGDmTNnDvHx8eTk5Hg/YAEgqLwDEBERERERERERET/Rph+smejmnP6+icVfJB2Ec4fAWAiRLaF+RwgIKO+oREQqrKFDh/Lbb7+xZcsWTp8+TcOGDW3GFBYWsmTJEgD69+9PcHCwzZjXXnsNo9HIxIkTueWWWwgODmbXrl0+j78yUrJRRERERERERERETOq1h2Y3u74OY8MYaHydb2MqLweWwcaPIWGr9fZ6V8NNz8A1DyrpKCLiAz179iQiIoK0tDSWLFnCmDFjbMb8/vvvnD17FoAhQ4bYPU56ejqxsbG0bNnSsq13796+CbqSUxtVERERERERERERuaTf+xASXvK44Gpw1yTfx1Me1rwFC4bZJhoBEvfC4jGw9FkoLCz72EREKriQkBAGDBgAOG6lat7epk0b2rZta3fMvffea5VoFN9RslFEREREREREREQuqdceRiyG6nUdj6kWBcO/h0bXll1cZWXn17Du3ZLH7ZgLGz70fTwiIpXQPffcA0B8fLxN69PMzEx++eUXAAYPHuzwGN26dfNdgGJFyUYRERERERERERGx1rgzPLsToq603ddusGlfs65lH5evFRpg7Tuuj9/4CeRe9F08IiKVVJs2bWjXrh0AsbGxVvtWrlxJVlYWQUFBlgpIexo3buzTGOUSJRtFRERERERERETEVmgNMNppE9qgA1StVfbxlIWjq+HCCdfH56bD3u99F4+ISCU2dOhQAJYvX05eXp5lu7mF6q233kpUVJTD+aGhob4NUCyUbBQRERE6ZBrpAAAgAElEQVQRERERERFbRiOkn7LdnpNe9rGUlVPby2aOiIiUaMCAAYSEhHDhwgVWr14NwKlTp9i61bSe7pAhQ8ozPClCyUYRERERERERERGxlZUCBTm223MrcLLR3u0tiSGv5DEiIuK2WrVq0atXL+BSNeOSJUswGo1ERETQvXv38gxPilCyUURERERERERERGxdOGl/e86Fso2jLIU3cH9OjXrej0NERIBLrVTXr19PSkoKS5YsAS5VPYp/ULJRREREREREREREbF1IsL+9LNuoFhbCsd/gj89g6yw4sgoMBb47X9u7IaCKe3OuHuqbWEREhJtvvpn69etTUFDAG2+8QXx8PACDBw8u38DESlB5ByAiIiIiIiIiIiJ+yFGysSzaqBqNsO0L2DQZUo9Z76vZGG4cY/ov0M3EYElqNoB2A2HfItfGN70JGnT0bgwiImIRGBjIoEGDmD59OsuXLwfgqquuon379uUcmRSlykYRERF/lp1qunr3p5fgp7/C75/CxeTyjkpERERERCqD8qpsNBph6bPw4/O2iUaA9AT4+TVY+Jhvqhz7vgO1mpY8Lqw23D3F++cXERErQ4cOJSAgwPK7qhr9jyobRURE/FF+Dvw6AbZ/CQXZ1vt++Qd0vN/0B3BojfKJT0REREREKj6HyUYfr9m4aTLsmFvyuP1LIPJN6D3Bu+cPrwcjl8OCh+H0Dvtjoq+C++ZB9BXePbeIiNho2rQpXbp0YevWrQQFBXH33XeXd0hSjCobRURE/E1+Dnx9D2yZbptoBDDkwc558GV/yM0o+/hERERERKRyKI82qgW5sOkT18dvmeGbSstajeHJ1dDlSdt9N4yGp3+Hum28f14REbErJCQEgG7duhEdHe1w3A033MChQ4c4dOgQjRs3LqvwKj0lG0VERPzN6jcgfn3J407vhOUv+z4eERERERGpnBwlG/MuQqHBN+c89BNkurF0RH4m7F3om1gCAqBapO32iGbeXytSREQcSkxMZPPmzYBaqPortVEVERHxJznpsH2O6+N3L4BeE0xtfkSkYsvPgf2LYV8sZJyFoKrQuDNc95jad4mIiIj3FeTCxbOO9+emm9Ys9Laze8pmjquyzttuy8v03flERMTG/PnzMRgMREVF0bNnz/IOR+xQslFERMSf7F9iukrYVYUFpoTjzc/6LiYRKX9HfoXYMZCZZL395O+weYppHdcBH0NwWPnEJyIiIhVP+mnn+3N8lGw05JfNHFdlp9puy9NyFiIivlZQUEBeXh4bNmxgzpw5ADz88MMEBweXb2Bil5KNIiIi/iTlSNnMEZHLx+Ff4Zv7TRcXOLJ7gand2EP/gSr6w0tERES8wFELVbOcC745b60mZTPHVXaTjapsFBHxtfbt21v93qxZMx599NHyCUZKpDUbRURERET8VV4WLHrSeaLR7Ohq2DrL9zGJiIiIfzDkm1p8FuT65vjpp5zvz033zXnbD4JANy+e6nCPb2IByLbTRjXXjW40IiJSKtHR0fTv35+5c+cSFqZuPv5KlY0iIiL+JPpK9+dEaa02kQpr70L7X3A5snUm3DAaAnVNoYiISIVkNMKRVfDHZ3Dkl/9dkBQATW+CLo9Du0FQxUtf91046Xx/jo+SjTXqmpKHf37j2vgr+0BUK9/EAg4qG5VsFBHxtUOHDpV3COIGfQshIiLiT9oNhJAaro8PDDat1SYiFdOehe6NTz0Gp3f4JhYREREpXwW5sPAx+Hoo/Hd5kc4HRjixCb5/HOb0M1U7ekNJbVR9VdkI0OctiG5d8rhaTUzrVvtSlpKNIiIiJVGyUURExJ+EhkPnx1wff839EF7Pd/GISPnKOFM2c0REylp+tqkqqrCwvCMRuTwYjbD4adgX63zcyS0w/z4oyCv9OYsnGwOLVUz6as1GgGqR8MB8IMDxmKZdYeRKqNnAd3EYCiDXzu1UG1UREREraqMqIiLib3r+Hc7ugbi1zsc16gx3vlcmIYlIOakS6sGcEO/HISLiDTkXYOfXsH02nPuvaVtoTVO7xC5PQr125RufiD87vtHUXt0VCX/An/PhukdLd87iycaoKyH5wKXffdFGNfci7PmP6W+hpAOA0fHYAR9DrUbej6GonDT7231d2ZiTbqocDa0JVWv69lwiIiJeoGSjiIiIvwkKhYf+A7/+07QWiyHXen9gMMQMhz5vQkj18olRRMpGoxhI3OP6+IBAqN/Rd/GIiHjq7F74+l7IOG29PTcdtn0B22bDHROh61/KJz4Rf/fHZ+6N3/oZXPsIBDipDHTGaLRNNtZrZ51stFfxVxp/fGb6G8jV9qzJB6DOVd6NoTh76zUC5GV6/1yGAtj7vel+SNh6aXuTG6DLE9B+iPfW4xQREfEytVEVERHxR0Gh0Pct6Pe+7b5Hl8GAfyvRKFIZXOdGW2WA1v1820rMHxTkQvppyEwxfREqIv4v9TjMHWibaLRihJ9fMyUeRcTW4V/dG5+4By4meX6+nAvFqvcCoE7bYmO8WNm4/kP48QX31oFMOui98zviaP3L3Azvnic7Fb4cALGjrBONYGqNu+hJ0/totoNKSxERkXKmZKOIiIg/Kyyw3aYko0jl0ehauLKPa2MDg6Hb876Npzyd2AILR8LbjWFSW3i/JXzcEdZPcvxFoIj4hzVvQdY518b+/HfftGYUuZwVFkKeB8mt0qypWLyqsUY9qB5tvc2dxKAzp3bAqn+5P69olaWvlEVlo6EAvh0GJzY5H3d8AywYDoUG751bRETES5RsFBER8Wf2rpg15Jd9HCJSfobOMq3R6kxgEAyeDo2uK5uYypLRCL9MgC/uMLUWM+Rd2pd2Alb9E6bdBGd2l1+MIuJY5jnYt8j18XkXYfcC38UjcjkKDISQcPfnlWatv+LJxlqNbI9XmmRmUVtmeDavLCobHSUbC/NN3Ra8Yf9i05qcrohfD/uXeOe8lwujEY5vgq2zTM+VQ8uhIK/keSIiUqaUbBQREfFn9pKNupJVpHKpWgseWQq3/tX+/qZd4bEV0OGeso2rrPz2AWz8t/MxF8/CvMGQdrJsYhIR18Wvt75IwBVH3GwXKVIZtLrNvfF125uqET11odi/qbUaQ2gt623eqEIuyIV9sZ7NTTni+wsxs510T8i96HifO9xdj7OytJs2GmHn1zClC8y+E356EZa/BN88AB+1g7XvKukoIuJHlGwUERHxZ3aTjXZaq4pIxRZSDa550P6+nn+DJl3KNp6ycjEJ1r3r2tisc7DuHd/GIyLu82R9MW9VS4lUJF2ecHP8SAgI8Px8NpWNTWwrG73RRjUzGQweVggW5kPK0dLH4IyjykYotqalh/Ky4MRm9+bEb/BeVaW/Mhrh57/Bkqch5bDt/sxkWPsWzL+v4t8XIiKXiaDyDsBVJ0+eZN68eWzevJmEhATy8/OJiIigTZs2DBgwgAEDBhAY6Dh3GhcXx+zZs9m4cSPJycnUqlWLDh068PDDD9O1a9cSz19YWMjChQtZtGgRcXFx5Ofn06hRI26//XZGjhxJeHjJ7SxKG4OIiFRCSjaKiFnacfvbnX0JdrnbMdf0RaKr9nwPd0yEsNq+i0lE3ONJG8fQUrR+FKmoWtwK7Qa61kKzYQx0Gl6686Wfsv69VmNTt4WivFHZGFjKryaTD0DdNqWPwxFn60J7JdnoyTGMpjUjg0JLf35/tWMubJ5S8ri4NbD8ZRhQQhcMERHxucsi2fjrr7/y4osvkp2dbbU9OTmZ5ORk1q9fz8KFC/n000+pUaOGS/OTk5NZvXo1q1evZvTo0YwfP97h+XNzc3nqqafYvNn6SqPDhw9z+PBhlixZwuzZs2nWrJlbt8GdGEREpJKyd7Wwko0ilVPaCfvbK3Ky8ega98YXZMOJLdC6r2/iERH3Ne8GgcHuXTjgbrtIkcogIAAGzzAtqXBwmeNxDa+Fh/4DwVVLdz6bysbGthcCeKOysXpdU7vXi4mezU86CO1LH4ZDTisbM0t//NCaQABgdH1OQCCE2H7/WWEUGmD9h66P3zkPerwC4fV9F5OIiJTI79uonjx5kueff57s7GyioqJ4/fXXWbFiBRs3buTrr7+md+/eAGzdupU333zTZv7Ro0ctSb5GjRoxbdo0Nm/ezJIlS+jb1/QlxPTp01m8eLHDGF5//XVLonHYsGGsWLGCDRs28P777xMREcGpU6cYM2YMeXn2+4R7IwYREamklGwUEbPKmGzM9aCVor2KcBEpPzXqQru7XR8f7KRttEhlFxwG938FD3wD1evY7u8yCkauhBp29rnq9C74YSyc3Gq93Wi0rVTOzyr9momBgXDtCM/nJx8o3flL4nTNRi985giuaqpadUfLHhAUUvpz+6u4tY47ethTWAC7vvZZOCIi7li+fDmPPfYYN954Ix07dqRPnz68/fbbJCZ6eFHNZcTvk43fffcdubm5BAYGMn36dB588EFatGhBdHQ0nTt3ZurUqfTo0QOApUuXkplpfVXRpEmTyM7Oplq1anz55Zf06tWLyMhI2rRpw7///W+6d+8OwIcffkhurm2P7wMHDhAba1qo+qGHHuIf//gHLVq0oE6dOtx9991Mnz6dwMBAjh49yrfffmv3NpQ2BhERqcTURlVEzFIrYRvVqhEezKlV8hgRKVu3veb667nn3yHMg9e+SGUREABt+plapRYX1dLzJFRBHix+GmZ2N7WwNBqs9//nYVj7DgRUsd7ujVaqXZ5w/d/vqsVapSf5Otno4zUbwYP1OJ/0znn9VeJe9+ec9WCOiIgXFRYW8te//pVx48axadMmUlNTyc3NJT4+njlz5jBw4EB27dpV3mH6lN8nGw8ePAhAs2bN6Nixo90xAwYMACA/P5/Tp09bticlJbFq1SoA7rvvPpo0aWI1LyAggOeff95mbFHffPMNRqOR4OBgxo4da7M/JiaGnj17AthNNnojBhERqcSUbBQRs8pY2Xjl7e6ND64OTW/0TSwi4rmoVvDwIqgW7Xxcj/+DG8eUTUwil7v8bNttxVufuspohNhRJVeHbfoEqhRbkcmTLgTFhdeHB+aX3Bo0rDYMnWW9LeUoFPjwwn1ft1EFaNMfrnDxM0/UVWDIg/wc75zbH3ny9647rbpFRHxg2rRp/PDDDwDceeedLFmyhM2bNzNt2jQaNWpEamoqzzzzDCkpKeUcqe/4fbIxNNS02HFgoONQi+6LjIy0/Lxu3TqMRlPP8z59+tid26ZNG8tai2vW2K4Js27dOgCuv/56q2MXZT720aNHOXHC+ksgb8QgIiKVmJKNImJWGZONnYZDlVDXx19zv22LNxHxD42ug2e2QtQVtvuiroQnV0OPl01VWyJSsgI7ySZPk42HfoJ9sS6et1hizxuVjQDNb4HHf4Hwhrb7AoOg3SB4YhVc0RtCi1RBGg2QcsQ7MdiT5eRzVq6XKhsDA+HeOXDlHSWPTfkvfPcITGoLqyeaKlIrmlpNSh7jjTkiIl6SlJTErFmmi2F69OjBRx99RJs2bYiMjKRXr158+eWXVKtWjXPnzjFz5sxyjtZ3/D7Z2LZtWwDi4+MtVY7FrVixAjAl7aKioizb9+/fD0BQUBBXX321w3OYKyYPHLBuvXD+/HnOnj1rNcaea665xuac3opBREQqObvJRoPtNhGp2PJz4OJZ+/sqcrKxehT0nuDa2PCG0P1l38YjIqVTPcr+9oadTMlIEXGdNysbt5bii88cL1Q2mtVrZ6peLOqGMTBuL9z3palKOiAA6ra1HuOrVqqGfMhzsi6js33uCq0BDy6A/h+7Nj77PPz2Psy/t+JVOba+E0LC3ZvT8X7fxCIi4oLFixeTk2N6Lx4/fjwBxS6ea9KkCffeey8A33//Pfn5FbMa2++TjQ899BAREREYDAbGjBnDsmXLSEpKIjs7m4MHD/LKK6+wcuVKqlWrxoQJ1l9EHDt2DIC6desSEuK4Z33jxo0BOH78OIWFhZbtcXFxlp+Ltz8tqmHDhpbqSvM5vRWDiIhUYoYCyM+ys71ifigRESecfXlYkZONADc+DT3/5nxMRDMYscTUhk1E/JehAFLjbbd7M1khUll4K9mYcwHi1noeR66XKhvBVDV57pD1tpuegZoNrLfVbWP9e9w637RSLekzlrfaqJoFBkKdq9ybE7cWfn7Nu3GUt9BwuPZh18c3vcl00YqISDlZu3YtAM2bN6dNmzZ2x5i7XmZkZLBt27ayCq1MBZU8pHxFREQwb948xo4dS3x8PC+88ILV/ipVqtC3b1+efvppWrdubbUvLS0NgNq1i10VVYy5GjIvL4+srCxq1KhhNR9w2EIVIDg4mJo1a5KWlmY1xxsxuMtgMHDo0KGSB4qIiN8LzEvnSjvbz5xOID1M7/UilUm1M7/j6NK3/Ixk4ir65796dxPatw11t0+iWvIOq10FoRHE9f4S43kjnK/g94PIZS744ila2mkHn516lhMV/X1MxMta5mQQXHzjxbP8d/8ejFUcX+xeXHBGAi1LEceZ+P+SHuid129o6n9pXuQ9whAczpGzmZB46fgBhlwanI3Hqu5t51wK9v/AhZZ3k9rmIQxVHX+H546QC8do4WR/auJJkrz83hV+fAd2Gsk6Vbj9S+Ia3+O12+0PAhrfR5PItYSd3+90XEHVSE5c8xL5+jdEpEQ5OTmEh4dbKvDK05Gki+w9nUGeoZB64aHc1DKSkCC/r4uzy2g0Wrpbtm/f3uH9e+WVV1KlShUMBgO7d+8mJibGpeMbDAYyMjLcetwMBgNVqlRxeby3XBaP4FVXXcXUqVPttiE1GAwkJiaSlJRksy8723SVl3ndR0eqVq1q+Tkz89JVSeb5rhzDvD8ry7oCpbQxiIhI5RWYb//fgwCj2qiKVDbBmWcc7quSWzkqgnJrX0V6c9s10KvkXtAabyKXieCMk3a3B3qzFaFIJRFob81GICg72fnEwgKCM04SknaEKtkpFAZVdT6+pDjyvbRuIaZkY1G5ta+0+jc+MC+dJqvGEH5qrc3coNw0og7MpdmKhwlJO+qVeKrkOf+MFWivurSUgrLPuT0nsDCfmseWez2W8mQMrkZCzylkNOnpcEx21NWcuP1z8ms0KsPIRKQ0Nh5NYdgX2+g/bQuvLN7PP5Ye5Kn5f9Jj0gY+Xn2U7LzL7/sucxdOuNS90p6QkBCio6MB05KBFZHfVzYajUYmT57M1KlTiYqK4o033uCWW26hWrVqxMfHM3v2bFasWMFTTz3FW2+9xaBBg8o75HJVpUoVmwpPERG5TCXaXvkPUL9OFPX1Xi9SuZx03BossCCL1q1aQJDrVQyXrQu2670FYOSqiEJopPdFEb934Te7m0ONOfo71p/lZ8PeRbBrPpyPg4D/tXqMeRjaDoAqNvV1UhYK7S+t0DIyGFrYeT1dTIatM2D7l5BZ5IL9JjdBjXpwMdGjMOrVrEo9b71+j31p9Wu1Ftdfem8oLIS5d0PKXqeHCM5OpsWGF2D0BsfrxLrK6DxpWSsskFrefu867tkX7XWNydStiO+jV8fCsfXwZX/r7R3uJWzILFqW1QVn+TmQdgKMBghvAGERZXNeES86fvw4YF30VJbm/X6cfyzZi9Fou+98Vj6f/hbP7/FpzB15PeFVL5/PFkUL1urWrev0/o2OjiYxMZGMjAyXH4cqVaoQERFBs2bNXI5p165dLo/1Jr9PNs6aNYupU6cSFhbGV199RcuWl5o7dOrUiY8//phXX32VRYsWMWHCBLp27UrdunUBCAsLAyA313nf9qIlqNWrV7f8bJ7vyjHM+6tVq2a1vbQxiIiIHzLkw5ndkH0eQmpAg44Q4oP37lwHV/nbaT8mIhVc2gnn+3PSoEbdsomlPBny7G9POgCNri3bWETEfeeP2d+uNRv9V8I2WDAcMopV2KcnwNHVENkSHvwW6lTAJIc/MxqhwEFVnb11G8/shq/vsZ9QPLm5dLF48/WbuMf693pFOpwdXQ3x6107TsZp2DoTbnu1dPGUtGZjrveqOi08TPpW6L8R7a3JHRxWNp0tUo7C79Pgz28h73+Pd0AVaH2naV3x5jf7PgaRCmDjkXMOE41F7TyRxgv/+ZOZIzqXTWBeULTTpafdMSsKv26jmpeXx6xZswDo37+/VaKxqOeeew4wJeyWL7/UNiAiwnSVSWqq8w8H58+fB0xrLxZNFprnFx1jT0FBAenp6TZzvBGDiIj4kdwMWPsu/LsDfNbT9Af77L7wYRv46SVIP+3d8+Wk299ekf+QFBH7Sko2lvRlWEVhsF/FQZLz9XxExE+cd1AllJ8FBQ4uJpDyc2Y3zB1om2gs6nwczO7nOJEsvuGghSpgm2xMPw1fDfE8iVVczWIt4rzVzt1ohLPFqhbrF0k2bvvcveNtnwOGUv7dlF3su8Aa9ax/z/PBMkgZZz2bF9HUu3H4E3vP9+w035/34E/waVf447NLiUYwVTceXAZz+sGatygxeyIiTFl9xOWXys/7Ezl41sH3YeLX/DrZePToUUsSr127dg7H1a9fn6goU2uEuLg4y/YWLUzLOCclJZGX5/gPl4QE0wex5s2bExh46S4pmtw0j7Hn9OnTFBYWWp3TWzGIiIifuJgEn/eBtW/ZfuGSm25qSTTjVji7x/58T+Qq2Sgi/1M82RhQbLH3ypJsdNAyjuSDZRuHiHjmfJzjfY4+90j5MBph6bPWX7A7knUOVrzi+5jkEmdrBV4otjbqhn9DZgnrOLqqfge4cYz1NkcXSLor44x1ci+gCtRpe+n345vcO97Fs5B2vHQxFf98VauJ9e+uvD7c5Wmy8ZoHvBuHPymw0y3O1xXxJ7fCd484T+wDrHsXtszwbSwil7lj5zLZHJfi1pxvtpRwsa0fKVo45ml3zIrCr7NaRVuLlsT4v9R40USdOUFZUFDAvn37HM7dvXs3AG3btrXaHhkZSf369a3G2PPnn3/anNNbMYiIiB8wFMA3D0CS4/dxwPRH/FdDIfOcd86rNqoiAqYvFC8W++KpeLu6ypJsdFShkHSgbOMQEfcVGiA13vF+tVL1L6d2wOmdro//70rnj694l6uVjXmZ8Oc3pT9fRDPo/U8YuRJqFa9s9FKysXhVY/SVEFxkPat8D1rOlbbyMKtYZWNEGSQbi3/mc8UVt5vur4rK3vM9x8eVjav+5bh9f3Fr3vRNlatIBbH3lPuf8faevnwuQnO1O2bR/cW7Y1YUfp1sjI6Otvy8f7/j1khnzpyxPFANGjSwbO/evTsB/+vfvXLlSrtzDx48SHx8PAC33Xabzf7u3bsDsGXLFoetUM3HbtWqFU2bWrct8EYMIiJSzg79BKe2uzb2YiJsneWd8zpMNhq8c3wRuTwUb4dWtRbUbm69rdIkGx186ZN+qmzaaYmI59JPOf/iVq9h/7J/sZsTjHBgqWfnKiyEhO2wf4mpbWHayZLnVHZOKxuLfG44vql0ycCr7oQxm+DZnXDLONM69VVrWo/x1oUCztZrBKhex/1jVo8ueYwzJVU2envNxvxs9+/PiKYwcIp34/A3Zd1GNemg6+uDguk1tuc738Ujcpkr+F9HSHfkG9yfU17q1atnqVR01h0zLy+PpKQkwLY7ZkXh18nGJk2a0Lix6YqpZcuWWRJyxX3yySeWn2+++dLCvHXr1qVXr14ALFiwgFOnTtnM/fe//20ztqgHHniAgIAA8vPzmTLF9h/vP//8k1WrVlnGFueNGEREpJxt+8K98dvneCch6CjZ6GjNMhGpmIq3AItoCmG1rbdVlmSjozaqoFaqIv7OWQtV8H2VirjHk7ab7s4xFJjaD07pbFoP/T8j4NsHTeujf3UPHN/sfgyVhbNkY/opyEyBZc/Dt8NKd57/LocTv0NgkfbtobWsx3irjaqz9RoB2g5w73iNroOaDUsXU/E1G4uvi+jtysbiLVRDa8LVQ4EA++Nb9oCRP0N4fe/G4W/srenry2p4dxKNZsc8mCNSSdSvGebBnKolD/ITAQEBlm6VRTtgFrd3714MBtN3hc6WDLyc+XWyEWD06NEAZGdnM3z4cL777jvOnDnDhQsX+PPPP3nuuedYtGgRYKoKbN++vdX8559/nrCwMLKyshgxYgRr1qzh/PnzHDp0iPHjx7NmzRoAXnjhBUJDQ23O365dOwYPHgzAV199xcSJE4mPj+fcuXMsXbqUUaNGUVhYSKtWrewmG70Rg4iIlLOEP9wb7431QUBtVEXEpPh6jRHNKm+y0VEbVYAkx51QPJJxFn573/RF7Vf3wA9j4dhvpnXMRMR9KUed71cbVf8S7P4XgwS7sf5QQS4sGAbLX4LzxZ8bRjjyC8zpBzvmuR9HZeCsjWreRfj8dtj2ORicrx3lko0fm6pPzYpXNnqrjWpisWRjvQ7Wv3d+HIdJN3u6PGm7rbAQjqyCNW/BytdM61k6e28qqbKxIMf5ZxN3XUy0/j28PtzzBTy3C8IirfcN+QxGLIGaDajw7LZRvWD9vPQmT5LIvmipK1JBdGlem4a13EseDo5p5KNofKNHjx4AxMfHc+jQIbtjzF0vw8PD6dy5c1mFVqaCyjuAktx7770cP36czz77jOTkZP72t7/ZHRcTE8O7775rs71Vq1Z88MEHvPjiiyQkJFiSl0WNHj2aQYMGOYxhwoQJnDlzhs2bNzNv3jzmzbP+sNuoUSM+/fRTQkJC7M73RgwiIlKOnF057HCO6+sOO6Rko4iAg2RjsTUeKkuy0Vllo7fWbSzIg5X/B9tn277f7pgLddvB4BnQoKN3zidSWZRY2ahko19pepP73T2a3OD62J/+Cv9d4XyMsRCWPmuqJmvZ3b1Y3JGfA0d+NVUEBgZBg2tMVXEBbiS2ylpJ6xfaJHBLIe04HFsHrf637E9o8TaqpUg2GgpMS1bs/BrO/dd6Xz3rYgLqXAU9XoG1b5d83CvvgI73WW/bFwu//hNSj1lv/wguKlAAACAASURBVHUCtOoF/d6HqFbW+4q36qzVCFPCs8iFR3kXbT+XeSrjjPXvNeqZ/l+7uSnxWLTSsvj6kRVZgb2kuRHyMkzLC3hbtSj35xRPBouIRVCVQB6+qTnvrnCtE02jiDB6t6vn46i8a9CgQUydOpWcnBw++ugjpk+fbrU/ISGB//znPwAMHTqU4ODg8gjT5/w+2Qjw4osvcvvtt/Ptt9+yY8cOEhMTKSgooFatWrRr14677rqL/v37ExRk/+b07t2bRYsW8cUXX7Bp0yaSk5OpWbMmHTt25OGHH6Zr165Oz1+1alW++OILvvvuO2JjYzl69Cj5+fk0atSIO+64g5EjRxIeHu70GKWNQUREylGNurZ/+Lkyp7QcXSWsNRtFKhebZGNTqFLsc29lSTY6W+/NG8lGQ4Gpjd9/lzs5z36Y3Q8eXQYNO5X+nK4qyDWtZ7bnO0g/DVWCoUEn6PyY6YtxEX93vtgX/IHB1hcQKNnoX9reDdVegawU18ZHtoIWLiYEU4+bLt5whbEQ1r3nvWRjocGUWEzYZlpvL3k/nN5l28a33tXQ7QW4eoh3zutt3riw0R3JBy8lG4sndwy5pniC3Wx5d3qn6d/c4p9zzBaOhPu+tP67qvvLEBBoSjgaHVS1tR8Mgz61bv26eRqsfNVxLEdXwWe94dEfoV6R1nZZxdqohkVCSA1TksssL9OLycbilY1FqhYDi33283RpDUO+6eKPvItQLdr0udKfE+vguJI3O839ZGN2GpzeYXr9V4uCxp0hqFiXuStuh4AqYHTj7+42/dyLQ6SSefyWFmw8co4NR845HVc1OJBPHowhuIrfN+S0UrduXZ588kkmT57MmjVrGD9+PKNHj6ZOnTr8+eefTJw4kaysLKKjoxk1alR5h+szl0WyEeCaa67hmms8/yO6ZcuWTJw40eP5gYGB3H///dx///3lFoOIiJSTdgNhy/SSx5k17wbVo0t/XlU2igjYTzYW/9Kl0iQbnbz/Je4ztTgtzRdmW2c6TzSa5WXAd4/C2O3WX2b6SvwGWPi4qU13Uad3miowr+oLQ2b65up+EW8pXtlYrx2cKbKujZKN/iW4KnR/BZb/1bXxvf4OgS5+MbhjLlaVYSU5vgGSD0Gd1q7PsWfXfFjzNlxwkNwqKnEvLHwMUo5A95dKd15fKPCg80ppFL3YMbgqVAmxvgAoN929ZOOZ3TCnv/PWkyc2wZy7YORKqPa/qrGAANPj0eFe079/u76BzKRLcxrGwD3/z955h1lRpF383MnDBIY4RMk5ZxBRFFFEDGAiqJjzmta0urt+uuoaVjFnUcQAYkQlKCg5B8lRcmYIwyQm3fv9UVynu6pDVXXfCcz7ex4f6e7qMPf27VCnznk/Nj8L7FzgLDSGyTsKfDkcuGcpE5+K8oHCHHObxGpAXBInNvoYn8nf51MMzh5ebFR9J8w5Aix+B1g+zvyZpXcAet4CdB7FBjKVRyydjTg1SKCR3DaO7QDmvgysnmT+/STVArpeD/S9r+Q5KrUu0GYIG+QlQ2p9oOVFcm0JopISFxOFD0d3x+PfrcG3K/ZatmlYPRGvXtMF3RpVs1xe3rnrrruwc+dOTJ48GVOmTMGUKVNMy9PS0vDWW2+hRg0N93QFoWJJxARBEARRFijXB7nFn/3aio2ao1gJgqiYWImNlbVmo9P1L+8okHPYw7aDagNLjm0Htvyivz/X7e8AZj4NvHcO65DlOyCNbJ4GjB8KFLjE6hFEWREMitGF9bqap0lsLH/0vBU460H3doOeZ24yWfYuVz8WnXWMzHoB+P5OOaHRyO/PsvjN8oZOmQcvVGtsnvYSpRoKAd/dISfSZWwGZj4lzq/eBBj4NDByonl+5h5x0NGCN+SP7fhOYMOP7N/8s1VMAhBXBYhPNs/P91FszOLu9cl1Sv7NC4EqYuOhDcC7Z7Fa1EahEQAOrgF+vA/47Ap//xY/sXM2yt439ixjz1MrPhWF+pzDTIT86ALz5z/waeb8dCMQBQwZI6aOEAQhkBAbjVeu7ozZD/fHHec0Q9/mNdCzcXUM6VgXH1zfHb//vX+FFRoBZlZ76aWXMGbMGPTp0wdpaWmIj49Ho0aNMHr0aEyePBmdO5diMk4ZQFdCgiAIgnCjVkvgvH8Cv/3HvW27ocwJ6QfkbCQI4sg2IJuL1EprKF4HKovY6BSjCjBnYp979OLMdi9mnYwqrPoSaOXzSPbCk8CUv7P6VSrOn73LgXmvsPsVQZQ3svaZO4uj48R6bCQ2lj8CAeD8J1n9xm9vEb+jpucCZz8MNO6rtl07l5LjOh5iQzdPB2Y9p7/+3JeBtpeXr6jJ0hQbq9QEWgw0z0tIBXINUXj5Cr/fnfOBQ+vk26+aCJz/lPW9vVZrmGoo5hwGsg8DybXYdPYh99qgPCvGAR2uFJ+twgO94jix0U9nIy82phjExihObJSNUc3JAMYPY9dhJ7bPBr65BRjxZfk61wH7awZfU9OKE/uBz68So5J5Dm8EvrgGuGUmEw6rNQZG/8jWPbHHep3YKsDQd4GWF7ofB0EQf9GoRhIeu6h1WR9GxBg8eDAGD66c0crkbCQIgiAIGfr9nY1u5ONrjHS9Hhj6vn8vZ1SzkSAqL7uXAF8MB97gnD+BKGDtN2JcZqURG10GW8x5CXilDRuhn63ocrSrGeW4zm71dZwoLgQmjgJWfgYloTHMso/1OvEJItLwEarVGosObRIbyy8tLwASLISei19WFxoBczSk9Dp13dvYMf81/XUB4MAaVuOtPMGLjfzvyU963CLWtPPibFz7jdr+i/KATTYR53FVgOpNzfOMQuaRP+1rO9qRsYX936peI1B2YiPvnJMdgLroHXehMczmqSx2trzhxdm4+F2WfiHD/j+ATYbYw/S2wNU29WU7Dgfu/cO/gcYEQRCnASQ2EgRBEIQMgQCr43D/WjH2Ky4ZuGsxcOkbQEycf/skZyNBVE5Wfg6MHXSqdiAnOIWCwE8PANO42kMnMyvHQASZGOnCXGD5J8CHA9TEQJ3ai04DUHRY/B6wdYb++rkZwPa5/h0PQfgFLzZWbyqKVyQ2lh2FJ5mYs+QDVs9t/2rz8mAQOGEhVugObmh/hVr7xGpA0/56+zryJ3PSeeXAGu/b8BM+CrJGi8jsp9l5bNAlDz/oyW6QpBW8oCaDU5R47Tbm6UMbDBMaA3dCp9axczZGMkZVqNloENmFmo0Sz0TFhcypqcLSD9XalwaONRsdKC4EVo5X29eysebpwxus27W5RG/gBEEQxGkMxagSBEEQhAqpdYE67c2jm6Njgdo+R0AEi+1HyZLYSBCnL9tmA5PvcR+Fv3kqTLFhAOuor1I9kkdX9shGhgEsEvXL4cBts+Xq6NTpoH48ddqrr2NHsJjFwHola7/3bRCEXxQXAVumMyHdSNUGolhR2mJjMAiEisU6aJWJglxg7v+YK5p3/tTrCpzzCIuKzjlkLWy4RVvb0fIioGpDIFNyQEjHa4DYRL19hV1qXlG5/5QGhZzTq2YLYM8S9e3UbAVkbBLnR8UC3UYDFz5nPZgygXc2Sv5+C/PEeHgZouPtl6W3Azb+VDJ90OBsrNZEfV9hp6QgNp4aIBEpZ2NRvrjPZIOYJcSoSrwTZmxRr2ddHp2NxZoxqsd2ALlH1Pa1Z5l5et8fNsekef0jCII4jSGxkSAIgiBU4TsbCnL934fTS2t56+wgCMI/Zj2vEPfFjdbPO0ZiI8/BtaxWU5sh7m1rtWJ1yXYtlN9+19Fqx+PEnqXqNSOt4KPuCKKs2DoD+PF+a0Fp5WdAfBmIjQW5wJqvmLh2YDW73ibVAtpfyaIiazaP/DGUF/KzgPFD2bXHin0r2ICNC58DGva2bqP7TBodAwx7H/j0cnsRwcjid5mzsMctrHZilEpIl4azzYq0M/zZjl8Ucu8fqfVY/Th+vhPtrwSGfcDExlUT2G81KoaJd51GltQ9tEL4/bo4G0Mh9j3OfkEv+r1+N/tlgrNxfcm/U+sCzQYAf86U31eXa9n/eQE+/IwVl2SeryI2BouBLb8Cuxaw61FSLfaMkt5OdHzGJZtdlEKMqsTvryBH/tjCnMxkQqbMQK3SQjdGVafWK7/OvpXW7eidnCAIQqAc3TkIgiAIooLAj2IszmcvjjoRfHbYRagClSMqkSAqI4c2ss4nXSpD3UadTqPln8iJjQBw1oPAF1fJtW1+PlCvs/rx2JG5x5/t8FHfBFEWbPwZmHgdcw5aUXQSmPeyeV6kxcaMLcDnVzKni5Gcw8Did5izeNB/gV63R/Y4ygvf32UvNBqZ/ji7NlohIxTa0ehM4LpvgS9HAvkS3/3O+ey/lhOBqz6RdzrqONt4kmoBTc/1vh0/4e+HsYnMMZyx2X3d6Dh2ng/4Pybc1m4DDHxKbf+8s9EtRnXGk/q1M2u3Axr2dF5u5NBG5lwOi9J97pYXG5PrAO2HsX/bxqimmOfLCnqrJwEznwYyuRrRs54DGvUFut1gnm+s1whYxKhKOBuTasgdm5GiPOC1TsCZf2PnSSCgvg2/0Y1RTdapD2v43IsL2cA1K8jZSBAEIUA1GwmCIAhCFasXC5VRxDI4io0Uo0oQpyV7l7m3caIyiI0FDtdGOw6sdm8TpuUFwMD/uLer3Y65QfzEjyjHJmdXLmcWUT7JyQC+vc1eaLSjKE+/BqAbJ/YD4y4VhUYjoWJg6iOsZmEkCYWAXYuBRe8y8WX1JHdXmN8c2ghsmCzffu3X1vO9drY3PgvoeLXaOpunnTq/JB2LtVs7u+Jk6H6zv3XZ/YCPUY05JTbaUaUG0HoIMOBJ4IH1wAXPeHOuxfMxqg7n8KZp+kIjAPR/zFnwqt7UHLNamMOSAkIhFgm6aapcTcu4ZGD45yVCdi7nbEy0cTbK1Gxc8Abw7S2i0Bhm53xg8r3mecm82MjHqEo466o1AWq3dW/Hc2IPMO1R4Id75H9rVuRnAWu+Zt//oneAnQv1tmc32MwtRjW5NtC4n9q+wmIzABzeaL9vL4MtCIIgTlPI2UgQBEEQqli92BXkiqNcvUBiI0FUPgrzvK1fGcRGmfpEwjqKMVdn/o25nE7ss29z9kP+R9bW6eht/UAUcPYj/hwLQXhhxaf6NcxOnnCObtRl1n+BLIfftJHpjwPthorOLT9Y9z2LkTTGPAJAbBLQZRRw3j/FWpaRYIWioHrcRiDxI0Zwv009NCc2TGbiTOOz5Nr3uRv4+ib1/QBAo7OAfjbOzrKEH+gYHef8fVzwLNB5hH/7V6m5uvBN/f1c8AzQ9lLnNtExQK2WLGo3zOZpwMrPgYNr7NczEp8C3DjVXL/Zztko1Gx0GQi1cwHwyz/dj6GIew5M4Vx5/KAkmXfCQIDFD/+seQ7/8RkT7M/8m9p6+VnAb8+yyGz+86nVmtWDbX9FybxQiLljA1Hs8+XFZVtno4QruuetwI65cscdiAa63VgybVevEaAYVYIgCAtIbCQIgiAIVSydjRr1MJxwiiIisZEgTk/4uCxVKoPYqIOT08NIKAQc2QrsXioKjdWaAMe2l0zPG8OiF+t1ARr08CdirHoToGl/YNss9XUDUcClbwBNFEfvE+WXUIiJKbsXMwdTcm2g9cWsLlt5Z9UE/XVPZvovNuYdB9ZMkm9fkA2snsg6qP1k3hhgxv9ZLyvMYTGuO+YDN/wU+fq7+xUc3054daIWF+ofy9KP5MXGdsOYm3TJe2r7aD2EudhLuxZu9iEmCG+fw0SbxOpAy0FAp2tKRD7ebTXnRSD7oMNGfapdGUY2RvX4Lnmhx0jjfsBZ97PIchlqtzOLjb/+W815GyxmIpgR/rkq/LuM58VGl/fABZpia0pd87ROjCoAdLkOWPstsHOe3nEseAPoebu8uzfvGDDuEvP3YeTwRib+H9nGnM1LPwT++ALIzWDLU+oBXa8Dut9U8mxsW7PRxdkIAG0uBTpczer1unHBM+x5LIxdvUaAYlQJgiAsILGRIAiCIFSxczb6CTkbCaLy0ew8FkvmVvfIDhIbrek03Hl5UQHr1F36IesA46nXlY3o/9ow0v3Aaha3CLAOzv6PAm0v836s/R4Cts2GUqdw9abAZW+x+mfE6cH6H4DfnhFrr019FGhzCXDhc0DV+mVzbDLYueBkiETdxh3z1OPuN0/3V2zcPN1eaDRyaB3wzc3Add/5t28rgj45crx2th9cpx9FqDIwIxAALnqBDT75/Vlr4SKpNhOajedK28uBuCp6x6dDKATMeh6Y+7L4Hf05E5j5FKsr2vV6MQ3BUWgE8MPdzJnX6iJ/jlWIUbX57R7dbj3fiaR0JrqrULuNeVr13CzMBfavAhp0L5kn62x0ilHNyQA2T1U7ljB8vUFebJR11sXEASO+ZALf1l/VjyP7IHOKujlMw3x7u73QaOT3Z5jTmz/Xs/ax+QvfBq4eBzQf4M3ZGAgAl7/DyhUc3WbXCBj8knjdd3Jek9hIEAQhQDUbCYIgCEIVS2ejx/hDHhIbyy9FBWyk+dpvWA2anIyyPiLidCEuCehyrXz7eC7CrDKIjaod5HEpQCeH2Lj8LGD8UGDKQ9ZCI8AEn9+esd/GoXXAV9cz15JXmvQDhihup1Hf0hUaM/cy9+e+lc73KkKPRe+w84kXGgFWU3D998CH5zt0mJYDoqL115Vxqaiic230+3o692X5tn/+Buxd4e/+eVJ9Equ9xgjuXa6/rurAnEAA6HuvOADljD7AHfOAh7cAnUeZl+1erH98Okx/HJj9vP29riAbmPw3YPH76u8eoSDw433sOdYPZJ2NAY1uRx0naXo79XV4ds43T0vHqDo4G49uZ5+9DnzihU6MapiEVGDUJGDERL1jObRBrt2BNcCW6fLbdXquK8gCJowE9izTr9m4byUw7XHgq+uca/ZGxYi//+JC4MBa+3UoRpUgCEKAnI0EQRAEoUppxKiepBjVckd+FjD/NWD5Jyw+MUxULHM0nf0wq2lCEF7o/xhza/D1vHii44DOI1ltwTCVQWxUqdkYiAaGvWcfRxgKsVH+brFiBdnAUYn6czP+D6jVBmg1SP4Yreh+I+vUs4r7S6wONOzJHAZhTuz1tj8ZQiFWI23Ru8CuBSXzYxKBDlcCZ97L6mXZUZDDOu3zjrMOzwY9SqcuXUXi6PZT95iP3dtm7QO+HAncOd+bsBcparcF9izRWzcSzkadmtp+1uE+tFFdtFoxDqjf1b9j4Ol4DbDuW+/b0XUlhvEiqoaFH1X4mOwu15XU6WvYC1j6Qcmy0hQb//wdWPS2XNtpjwE1Ha65dmQfBDb+BLQfpr4uj+BstHl3qdkCQABKjn2n+4kdtduqr8OzcwHQ976S6dyj5uWJdjGqERp4w4uNus7GMIGAvigr+/654lO97dtRdBKY9g97kbw4nwnvsYnm+Uf+BL6/0/43HJPARONwdGuwkN23mvZn0yf2AcvHOV/jvMZIEwRBnIaQ2EgQBEEQqlCMauUjJwP49DLgoMXo1mAhsPZrYNNUYMQXJS+pxOnJgTXAuu9Zh11MAhN+2lwKxCaob+vQRuDIFibk1GjGOoASqgKjfwTe7m0WtY0k1QKuHAtkcZFplUJs5DqbomKtR8Un1QYufxtoMdB+WzvmAVt+8ff45r0iLzYWngQy9zDHQ2pds7jBC4jNBwI9bmHXl73LzGJjZoTFxmAQ+PFeYOV4cVlRHpu/ZhJw1SdiPF9OBjDnf6wWU75BRIqtwuo0nf2wfE3N05VjO4EpD586FxU64w9vYOv4FYnoJ91Gly+xsVFf+2uFHU3P8W//Vs8Oruu4DDjxSouBLILZq0O2LJ2NLS7UW4+P+U07o+TfDXualx1cxyIyeXEpEixWqCcZKgayD+jtxy+xkR8wYvfbTakDtLzQfN9yo+v16seTWI0NgCnykDazcyGr3RgVzQQsflt/ORuTzPOdYlSrNWbuTh13Y7KL2KjzTqh7jU1rKNfu4Dq97TuxZ4mzG/tkpllszNgKjL2wREi0ougkkJBmnrdjPlC1ITDjSWDjFPY7c4KcjQRBEAIkNhIEQRCEKpbOxlIUG1WcPYR3gkFgwij3zsLCHNbu9jlMOCJOLzK2AJPvNbu6AOaASHwUOOcRoNcdbNS4G+snAwteB/YsNc+v1wXocw/QeggTooyk1AVqtWJulHZDWafKlhnmNpVBbOTFgltmAttnAb8/Z47YGvEFc885sWys74eH3YuZK5GvHWUkYytzpK6awFyTwCmH9KVArzvZebB9jnmds+4HGp/F/s13uJ3YywRrmXNPh9/+Yy00Gik6CXw1GrhpWokb6+g2YNxlQKZF/b7CXOYS3/gzq00XdhWVJkUFQOZu1rGcUkeMBCwNMrYCnwx2r7Vmx/JxZSs2hkLA7iXAtt+ZqykxDWhxAdD+ClZvS6Z2I98JHwmxMbkW+32t/UaufXQcc7v5hY7IEOmBZVHRbNDKJ0NKrkN21OkEHFhlvcxLzbL8LPv4ahl63qK+TijkLDamncEEnrCQFyoG9q0Ampytf5wynDyhFj0J6P9Wco/orcfDi435J+zvRWfeKy821mgOtBqsdiwZW4EvrvImNAJsUMyh9UCVGsCCN83LomLZ3xibwCLajTjFqCbXAloOAjZNUT8e1xhVDbFL57yJSWQD62QIugh0ujjFJucdL/msQiHg6xuchcYwvGC/ZTp7rpd9nqaajQRBEAJUs5EgCIIgVLGKTHF6ydTB6YWKnI2ly7bfgN2L5NoWZAML33RvR1QsDq5jNdJ4oTFM3lEWafbLP523EwoBvz7J6sbwQiPA6sp8czPw5XBzJFd8KnDfKuD6H1h0anj0Nh8hVxnERn6wRXJtFnlWr4t5vozbb6fN9+kVp1H96ycD75wJLP3Q3MEfLGRCyEfnA1MfMd8DYpOABga3TWo98zYLsiMj0ADMPbvgDbm2xfnArP+yfxfmAZ9fZS00Gsk5DHx2pRhVF0mO7WCRbP9rDrzRFXirB/BCY2DidZE7J6wIFgMTR+kLjYA3ocYr22YD7/YDxl7AvvdFbwG/Pwu8fw4TsAY8CVSp6byNqFhRLI3Uudz/cbHOrR3nPAIkuRy7ClUlHUFGZF1EXqjXBRg5CSzi0oZOI4Fet9kv9xIjuO8PmNy8KXXN1zonut8sXvdlyD1iHiAYiDYP4AgERHdjaUSpZh9SF6V16wDGJrm3kYGPUQ0W2deRbNwXGPS8+zaTagMjJoiimhMn9gPjLvGvju0Xw4Ex7dg1zUiwEHilLTD3FSCuinmZm2Df5x7144itIsY5R3Gfi84AVJ26uJ1HssEkMkTq2uXkIjTeN3bMYykkOuxfpfYsTWIjQRCEAImNBEEQBKGK1cuO3cu1LhSjWn5YJlE/y8iqic5xSkTForiQOVZlOmcWvgms/8F++fKPgfmvum9n2+/m6ebnAzHxYju+46cyiI38KP7oOPb/tEbm+TKOKr8d6WHsrtE75gNf3+he42zZR+bpJv2AmLiS6Zh41iFrJFJ1G1eOV3NObPmViXlrJgFHtsqtk31Ark6hH2yZAbzdh9VFM3ZOhopZTcqPL2Iu2ZBCnKn2sfziXSzUFRu8sv4HYPxQ4KBNh+7eZcAPdwMXPAs0Pde6zRlnssjo+t3N8yMlNtZsDlz7NZDgUufvzL8B/R7yd98Ne7EoRRU6jfT3GOzIPgDb+N6oGOCS15gQZodOjGDhSfas9Nt/zPPrdwNGfQU0Ost5/W43ABe9qL5fADi+0zydWh+I5gK/GvYyT+/WjARWwXiNjzSNXT5fWWLiWJy8EafBkr3vBK4ax5yLVrQaDNwy41SNRwVmPcfq2OoSw9X6O7HH/toaLARmPgUsft88vyCbJaHY0bgvMPA/9sutSE4XXaL8uVoaMap1OwMDn5Zv32m42vZlcYo0NT6jr/oyMvu3gmJUCYIgBEhsJAiCIAhVLGNU/XY2OomNEYqnIazZu0KtfWEOkLEpMsdClD6bpgDHtsu3X/iW9fziQmC2Zufo3uVifUbA2tno1NlV0QmFxOtvuOOtGi82ch3KVvjpXDJi52Ka8aRex2DT/hb74KJUI1W3cddCxRVCwK7F6hG1yz6OvMC3dwVzErqJzLNfABa/G9ljAYAVLtG0MqgKWH5wdBvwza3utayKTgJTH2bRz0aqNgTuXAjcNBVo1Ee+7psfNOwJDHvffnm1JsAFz/gfSRwVxSKSZane1LnerF8UF7EaxHYEi4CMzay2rO02FJw9oRCLpnylDfDdbaJj8OA6dh8bPRm45nMgvb15eVIt4KbpTADlRRdZnCJUw/Bi466FbPBEJK9RqfXZ3xdpYhKBziP82x7vbnT7/ba7HLhnGRPSjIycBIz4UryXu5F3DFg9SW0dHp3o1QWvifPc7i197wWGvg+kStYpTqkrzhNqNvoQo8p/F0aqN2WDQlRqljY9D6jZSv243HB6/80ziI3HJJ7//KLopHsbgiCISgaJjQRBEAShitUoxoJSrNlIzsbSRedFsohidU4bVn6u1n73YlbfkWfzNCBrv94xHN8JfHaFeJ1JqApT/F0oaI5frWhkbAHmvcriaGc9D2yfa+7ctepoCkeK8R3GMp1NbS7RP1Y70hoBZ/QW5+9fZR2dK8P6yayelxGhbqODGOAFnYjwgqxT8YgKZO5mUXiRZObT8tfz3551vg/7QcZm79voPMr7NlRZ8oG7OzdM/glg3bfmeQ17AultS6ZLU2wEgCMW1+cwx7YDORJ1vnToeSurx+tGfCpzf0VFR+Y4CnLYYIB3+wH/qQFs4Nz4sVw85MF1zs5p2XMhFAKmPgr88gSLHrfi2Hbgw4FM0G4zBBj0X/Py1HrW11cVZMTGtIYsXjVMfhbwRjfg7d7s/PcSHWtHVDTQ9Xr/t8tz9t/FgUpe4H+/OYfd1wkEzJ8voC4yhtk+x3udRl34v8EtShUAOl3DYvH5dAIrUixEQF9iP8w5+gAAIABJREFUVLlrbLthwJ0LWNRrXS6aOBQUo1zdiIoCrvpEPDe8ULeLs5Pf+DdFqn61FZF+TiAIgqiAkNhIEARBEKpYOhtLU2ykyJZSxWpkses6DqOEiYqFTg0gq3X2Lvd2HAfXACs+Nc+Lij49olQPbwI+vQx4sztz/y14g9WAGzcEeKsXsGkqa2d17QvXddKJUe12IxDw+XWo1+3WIsH2ufrb3LWA1fE0DmKoyjkjIuVs1HF/xqfBNpbRiY/OBxa+HRn3/pE/xXhiJwqygNVf+X8cfpJSD2h7Wenus7gI+ENxAAZfB5P/rSZw17BIi41u9fd2ePitOhEVzTrga7V2bnfFh0DdjpE5hiN/Au/0BX56ADiw2roNf3wH1zpfX2RjBNd+Ayx5z71dbgaLLg8WA3Gcm8qPjn03sfHIn8BHF1g7dw9vBKY8xOoDRuJe2/M2eSGwWlNxXrRF3LqR3nf5FxFckMtqF/IpAp9fDUx/wjqNwYiQUqBQo9GIbr1fq89PFf4ckR2cEx0jOhStyMkQyzLwn5MfzsaEqkB6O+DCZ4Frv4FpENuxHew3oUp6W+ZCruPDtSw6Djj/Sec2xhjV9Hbe9ykL1WwkCIIQILGRIAiCIFSxerHQcX84Qc7G8kP7YWrt63VlsUNEJcZiVLUfTohlH4kxbnzHpG7HW1mxbyVzsmybZb08YxPw5Qhg+Tjra2+UXYzqLvfIu+pNgPP+JXecvIPBipYXAT1vt17mtZN853xgxbiSacHZGCGxsbWi+zMumcU/6jgaTuwFpv8DmHid/+7w7XNKZx0VajTTXzc2CbjmMyA2wb2tn+QcUhcDebcPH/1ams7GUEisv1eDqw8Xye89ECU6J3kXzqENkdl39iFg3KXuseD7uOj4g+uY89gOmc72UAhY8Lp7uzAZm4CtM8WIzkiLjSczgc+Gucdw717MrlN+x5an1AFGTATiXa6fVRsCQ7mo55hE5k7rfhO7Phhpfj4w6mvmFPXD9ZWTAYy9kNUu5L//whxWv/q9s4GD6+23wYvU0Zo1K1VddwBQvwfQbqje/pxQOT9lHME75rJBWMakAH4wk847YR5Xg9w4aC2pBlC/q3n51l/V9wEAtdsAt88B2l+ptz5Qcq9zEy2Nf1OX6/T3p0ppuigJgij3hEIhbN26Fd988w3+/e9/47LLLkPbtm3RqlUrDBkikW5xmkBiI0EQBEGoECy2Hu1c6HOED9VsLD90vR6IUejQ7XmbP/sNBoEtM1iH1hvdgde7MPfXqglAIdUIKTVqadSdqdlcnJdSx/uxZGwWRSWruo0VhYIcJiTmu4kLIeCn+8VO8KjYko6elHpmp0BRHutcd+OsB4ABT8JSIA7TajBw0zSxfliYQBT73V/9qX0dsSo13I/FjSUflAioQs3GCMWotr0MqKLgbuw0HEisymLZdNn0M4vS9ROZeDs/1lFBNwK1RnNW77BBN3+Pp7TgBwaUptiYucccZx2IAvreZ24TSbFx9xLm3AsTHQ/0fcDcZv6rwA93s9+7n5/F7Bf14pb3Lje7hnhkBgYcWs+ipFVYOV4UkniXlw5OYuPSj5iTS4Ydc4GtM7wfD88ZvYBbf7MWaAJRQPeb2XI+QSM2gT17DBkDPLwVuGM+cNss4KGtzK3mVw3QYDEwYaS9MzZM9gEW/55zxHq54GzUFBsbnSk3GMhI20uAoxpuPTdU7hmyA2qy9rNn/3A8vxCj6pOz0Uhz7lxZNpa9e5zYp76vQABISHVvZ0Wn4cA9S4CWF7qLs8a/qU57oMUFevtUhd7JCYIwsHfvXlx88cV4/PHHMXHiRGzcuBHFxZXvOkFiI0EQBEGoYPdS52eMajDI6hzZLidnY6mSXBsY8qpc2zaXAB2v8b7P47uBD/oDn18BbJjMakwd3cbcX9/dDrzeGdjlEgVH+IPqCOnG/aydrW0vg6OgJQtfu68ii41rvpavYxkKAks+Ms8zxolFx4huP5ko1UAA6Pcg0GmEeX5cMtDhKuDGacDwL1iduTvmATf8LDqzBjwJDH4JiHHoLG0xEJ6//4xNJR2OqVyMaqScjbEJwKVvQOrYqzUG+v+D/bvnrXLr2LFsrJxYLEtidY11fKxrxhMKAcl11ITcMP3/AdTt5P8xyZBUC4hTdRJx50FZOhv5CNX09kDLQeZ5R7YCG6eI11pdju9i9ULf7AGMv9y8rFl/oMnZ5nl5x4CVn7G4zpdbAzP/471DOz+LiQU6OAmNgJyzUSeG8eg2UWwsytMTV8KEQvZiYzAILPtYbXtLP9Q/FidqNgcuf9tifitgyCvsuZQfdBaTWPLvuCpMcKnXBUiu5e+xbZrqHkUcJmuf/WfkV4xqaj2g1UXy7aPjgc7X6u2Lh69vqpJyo1IP/uRxFk0LWMSo+lCzkb8G125jns7YzN49xrRnAyCt6pI7oZv+03lUSWS82+fFX6eGvmc/QMxPIlG/lSCI04L69etj8ODBaN3aJT7/NITERoIgCIJQwa5Txc8Y1cIcONa7IrGx9Ok8Ahj2gXMna8fhwBVjgSiPj1fZh4BPBju7ALL2s07LvSvs2xD+0GIgUKuNe7swZ95rPb9aY7UOMTv4TqGKLDauHK/WfvM08zTf6SZEqbpE4Rnh3SwXv8xqpzXqU+KeDASAxmeJI+ZlOg2rN/HHWRJ2RfHOxhP73GNjdWk9mNWa46P5jKR3AEb/VFLjMb0dcN4T+vsMFqrXBnSi+QC5GllGeBHKL9Z9D7zXDxg70Oxyk+XIVv+PSZboWKCT6oAaw3kZiBaFcv6aVpQXuQ5cPkK1YS/mOuYHKkwYAfyvJfDDPeod62FCIWDeq8BrnYG5L7MOe/5acXQH8PVN9tsozAXm/g/47g5vkZ27FrE6pJFARmzUihoMALGJYl1dL1GquUfMgwMD0SXffeZuIFNigIqRnfP1j8UNK7G70PCuwQ9yjE1EqbBsrFr75R+LYrlVSoyusxEAzvunWN/TjnMeZlGhNVvq7y8MX+9T9twMBtVrLW75hT2n8Pcxv52Ne1cAk22eY0PFbADkBwOAPcvk98c7ku2cqPzfZkwNcrsn8H9TlerAjVPEwRxhZM8XN6hmI0EQBtLS0vD2229jwYIF+O233zBmzBi0aaPQj3CaQGIjQRAEQahQGs5Gt5dVL6O6CX06Xg08uN4+DrHNJc7OJll+/becI6swF/j+rsgJDAQjKhoY/jmQnO7etv/jQEuH6KbBLwEpdfWPpXY7NorfiCA2urhQyhOHN6u15zvn+DixNE5slI3DC4WAg2vN8+p0sG+fXNs8nX1Qbj8XPqdXy9BI2EmRXMfcCV90knWkR4p2lwP3r7HuuKvVisX1pTU0z+/3EHDBM+L3JMu+lXrrWZFSB2hzqXz75HS19rLMfhGYNBo4sEaufZWaQOuLzfMyFH83ftPzdnnhNjrePF21gRg1HJsgtvPLVcjDO7LqdWXfh5UzuCiPDYh472wWaa7K/NeAGU9aR++HydgE5EnU2V3zFRNtdInkfUGms52viylDzeZMpOTdjV7ijfkBKKn1S85HnUGDBTmRewazcvga3w944bq0xEZZV2OYrP3iM63Ve4wXsbF2G2DEBPdal33uYfclAOg8Ep7c99WaiOe17DmkJVCFgM3TxWuvn87G3KPAF9e4R9vnZwJfXG0fkcvDD3S45DVWL7vZAKBhbxZVf9lbQKO+5nbGd2u3QV1W17iEqkAtzlHUsDdw3XcsuUIHftAVvZMTBGEgOTkZAwYMQI0aPpTPqMCQ2EgQBEEQKtg6GyMoNsbztS5C3ka4E/okpNq/2O+Y53372YeBtd/Itz+8gdUNIiJLjWbALTPsO0xT6gGXvQ30f9R5O1UbADdOZS4wHXrcLDpEKrKz0cnBLQPvbOTFRhnRHmAd0Mbo6ug4Z9dDEi82SsZ91mwBXP+DvuCcWK2k4yw6RtxOpOo2hkmqAdRuK87PO25dqzIQAM78GzDsfb39yda0kuX8/5OMLQ0AF7/iz+ARI+u+A35/Vq5tzZbAsA/ZAJeuo83LylpsrNVSLlo3KgbocYt5Hh+hGiaSUapF+cDqScCEUcD+P8zL/pzJnDpOFOYCE68FDqx1bmfk2A4Wneoni97WF7Z0a6ZZkcTFcsoIJ7VbAw16qO2n6/Xs//wzsBdno1O9xiSNSOMqNTRdmxJYxdfmZ5WcA3yteJXa4l7QGVzJH6vVOaPqPOdp0g+4awGrwWqMzQ5EAa0uZvfeC58t+b6qNzkVb69BagNWBzORu27JCuFu9QftyD0a2RjVFZ8COZLPM7lH5AdA8CJs1frA2Q8B130L3DwdGPEl0OVacWCBo7OR+93ZxT3v46753W8Cmp3nPKDMjq6jgVGTzPPI2UgQBCFAYiNBEARBqGD3UlHoY4wq35GSmCa2oSjVsqG40L4T1A+xcfNU9RfXdd973y/hTtoZ9gLUtd8AXUbJbad6E+D2OazTS4X63VhnDE9FFhvthAdbuFcX3jGnG6PKu8xqt3GuH8U7G3MOy+0HYDW07lkKnPOY/DphulzLXGBh+OjHSNVtNMLHoQHM2enkRNMVjngXr1eqNQJG/whUbWjfJjqeRWa3GeLvvkMhYM7/5NtnbGF1QmPigRrNzcuO/Fn2A446j2S1THmBP0xideYe4a9P/G80TKTExo0/A2PaAd/eAmz8SVy+9mu57RTlAbNfkN/vso+dHY06HNkqxsDK0rCnuaafF6o1MU/LRt7aRYxbkd4BaNKf/ZsXICIlNibXVhdE/b5OGLEST4JFJZ83L+CVlrORH2wjtQ4vUHNusOg4f0Tbqg2AgU8DD20G7v0DuHsp8OgOYMQXQNP+YvtLXlMTneJTmbP7tt/ZIDQ+itPq/miF7kCa+GTxuUfVWRcsFp2LCafeM5d/orat5ePkBkDwn4tdhCl/Djs5G/nBAVb3jOIi8fmuXmf2/w5XijU3nUisDlz0ojhwg8RGgtAnFAL2LgeWfgQseof1afhZmogoM0hsJAiCIAgVbMXGPOv5OuRznbZ8Zx1AYmNZ4STkHFzLRh17QdYhZVpHMsKR8M4+mxqZqrFuUVHWDjE7GvYCRk5iwgNPRRYbrcRTJxpzEVtuzsZjmmKjW+ejboxqmPgUFrusQlItoPfd5nl83cbMUhAb7eq+Hd1mv07mbr19dbhSbz0n0tsCdy8GGvcTl9XtBNy7EuioGa/mxN7lYlSvIyHmMgHYeW2MGCzMLR1h2Y3Wg1mHfno7cVm9Lixy9/gO83xpZ6MPsZ9rv2VuRpXBAE5s+BE4uE6yrYtbUhfZaGiexGpqvye7mmoAUL2peVpW7Gh7KXDWA+7tUuoC14wvqX8tCDoREhsBoMetatvjnbt+Yie4h//+sopRbasYL92oL5Ds4ob1EqFqRXQsG9hVq6VzdHliGnDDFKDLdWKUM8DExQ7XAFeOBa77HnhwAzD4xZJnAP7cjLSzsfFZLNrfiOr7IP+OGYhif0dBDnBsu9q2MnfJXav5z8VWbOTEPydnY3Id83T+CbE2aMYmNlDEuN/w4J2EqkDP25yP28iZ91hHfpPYSBB6bPyZxdR/cB7w84PAtMdYrP3LrYFpj3u71xNlDomNBEEQBKFCWcSoJlg5G6lGRJngWBMtBOxc4G37Op1FpdXBVNk5sZ/VHrJCx4VTyHUUprcDWg8xjFoPsE66K8eyzrAkm9oPFVls7DTcHHfmRruh5mlBbOQ6jjP3iJ1PVvBio1vMrRCjqiFmuNUfMu2vFnPPpnKxqVUbmKdPRDhGFbB3bhz9034d2ThbI3U6AGf0UV9Phrgki3hyMMcWL+D6xf5V6uuEz8voGKB6M/Oyso5SDRMVZe0OCQurvOBfWjGq2YeAH+6G56hmEyHWMfbtbex+4EROho/7NRDw0H1zziOSMcIAzn7Y3vUjiI0Kne0DngQueM5mYYDVbrtlBhOKwpSWsxFggmzzgXLbOvNvelGMstiKjafEorKKUe1+M5RqHVoJsoLYqFnX1w8SUoHL3jwlJP6P1XXsex8w9D3g75uAK94H2l8BNDuXOQuN8NOyYqOsG9hI/W5sEIcQo6r4PsifV/Gp7DquW3uwWELs5D8X/nML4yg2cs9MVaqL10P+b+MjVOt0NIu15/2LPXe70XE40PfUQAn+8yexkSDUWfAmMGEkcGC1uCz/BLDoLeDjwRXrnZYwQWIjQRAEQahQFjGqCaliLROZDnTCfxzFRgBbZ3qLt1ON8NJdh1Bn30r7ZTod40VcR2FKXWD458A/DwKP7QL+dRi4cQrr5LKqhxemIouNCVWBqz+V6yQ9/6mSeoVh+Dix5HTzqPNgob1AbETV2chHwhXmyMenheE7zlLrA7U5h1hiddbpecc85rrjSeXExlJxNtrc6444OBtVxcb4qsDQ9yNXCw2wFmYj+dvRSSMwPm/U5KNUt3o7Hj+x6jjPPsgEP15sTGtsvQ2/xcYVn+rVlnMjWASsngh8OMDZzasSz6dCrVb666adwaJtk9Od2/W5BzjnUfu4Yf56rdLZHgiIf0N8Cou+vG8Vq93GD6IoTbExKprdk9yc52feC5zvc01OHjdnoxCjGqFzjqd2a6C/ZAx4m0uAtpeL861iVMuapBpAz1tZxP3Ap9lgqDiXz1Q7RlVRbAxEs2cgwCJGVfHeYlevMT7VehCOE7FJ1uk7RkIhn2JUuetMbBV3Rzz/3F6vi3k6Oga4ahwbBME7JQF2DRz0PHD5OyVOa/5c1RVpCaKysmUG8MsT7u0OrGaDu4gKiccqzARBEARRybB7qQgWsRehGB9emPmOlPhTYqOxs5JiVMsGt5jU5WNZR2T7oSyex0ogcKJBDyC9vXzcXmwVoOM1avsg9LCLUAX0Iv/sXAlR0c6xX0ZCIeA4J5oc/ROY8xLQdbQY91keadIPuOFn4KvR1gJQcjrrCOoyCtg2y7yMF2Gjoljn8ZEtJfOO7RQ7r43kHhVjPuu0dz7m2AT2HRk77XIO2Y/Wt4J3tqbWB27+hQkYORmsk7NmS+vo3DC8C680ojXtnBsqzsYGPYE9NrXn0hqxWoDpCjHDOpzYJ86LpNjI19eUwXje8vViy4uzEbAXm/atFH/TpeVsXP2Vt/XdOLEX+GI4cOd8a1dWoz7Auu/83Wfdzt6ddHU7AnctAj4eBBzeVDI/EAW0ufTUc0tH4MvhLILQihn/Nk+rOnv4336LC9mgCjv8EhtDIXexEWDX3qvHA7sWAXNeBP78zXAsqcDNvzLBLdLk2TxXhK/B/ICl2FJyNgJMjI6KAX5/zr42aaeRwCWvlog0RiIdo1paCDGqkgNPVWJUo+OYy7LJqehvv52N4WtvVBRz9i4bK7+tDi6D4QA2sIo/R2RjVAscajbGxLHkH+N9m//N7OecjeF6jUaiY4B+DzKn8taZ7BksEABqtgCanivG1gpiIzkbCUKJuS/Lt93yC0sGUe1PIcoccjYSBEEQhApOLxV+uRvtxEYjJDaWDbyz0aqDpDAHWPkZi1ub9Tzr4JIlEADO+6d8+zPvZTVniMiz10ls1IlR5TsKFeNw87NYBM03N5rnB4uA354BxrRX6zQqSxp0t64nVrUh8MA6JjQC4gh+q99fNa5uo5urjhf20xrJib1eo1StOooDAaBGM+CMXkxUcBIaAVHAKg1no11H/xEbsbEoH8g6YJ436ivgttlA95vEzsULn3MXe71SlG9dx8+uc98Pmp/v7gDhMQ4kEcTGLSg32Ll0Nk0FQganf1wyi76zwk+xMT9Lv7ahChmbWM0hK7rf7P/++t7nj9u3SnUIMZgjJgJXjwMa9mT3lS3T5ben2tm+mxMbG/Z0bu+X2Jh7xOyUCkTbDwIIBJhgfDHXKRoV7V1oDAaBzb8AX44AXmwGPFcfeL0LMPNp8/3K1dnIiy+lGKkfCABnPwTc9wfQ7+9ASj3z8npdgaHv2N/DylOMqheEGFXJc5N36aU1YjHxxne92CSg240s2aD9sJL5Xms28vc54ztEj1vVopqzDjAx3inRhRdgo+PsB+Y6Ohv58z3B+b5RXCSmVvDORtNxxQKtBgF97gJ638nu2fxnHW5nhMRGgpDn8GZgl2LJmeXjInMsREQhsZEgCIIgVHAUG/Psl6kg1NNI8f5ySfgDLza6vWTO+i+w4A21fbS6iNWNcauJ0/V6NrqciDyhUARiVC06TqTXLWCumk1T7NsU5wM/PQAs+1j92MqCwxvFeTEJ5o4d/vfGx4kBolPl+E6xjZEDnNgo6xziXaM5h+TWC8MLNDr1tnjHZta+yEdsqzobM/fAVDcvPpW5Eep1BoaMAdpeZm5/aIMvh+mIXbRuJJ2NsQlMXJUlvT3Q+KyS6RotzMvLk9hodx/kr0/VGtuLZX6IjcWFwK9PAi+3UXMOeWGFTSdY47NYZ7UMAYsObZ6zHjQLDl4IBoGj283zardh///jC2D7HLXt8cKJ2773LjfPc4uC58VG2bp4PPy9ILW+uyuLr5l+MtNbVH7OEeCTwcAXV7HfR24G+3uObmNuj9e7AIvfK9mXFX+JjVxMcFnU7047AxjwbxZ/a+TYDueBduUxRlWHuCTztK6zMTENuOoT4JHtzHl891LgkT+ZM5SPHY5UjCrAEgUueFZ+W1t+AcYPBd450+yUNsIPDuA/MyOC2Gis2cg/M8WLgy2NKSOHN5qfs+NSxNrHOvACeiio/h0QRGXFqkaj6zpr3NsQ5Q4SGwmCIAhCBafaDAU+1QcSnI0pFi+XVCOiTHCLUbXit/+wWEQVet7KoiX5mmwAq0k37EPgktet46kI/zm+E8hz+O61nI2c2KjSUbhsLLBznlzbqY+y2mnlnUPrxXm8iMHHhVl1FKdxzka+ZhyPUK+xo3P7MLzYmH1Qbr0wdjG6KlSpae6kDRZF/ru2q0mVe8TaGWgVW2gUnNK5OpWyEdJesHOAFmSpCSeqnP0w0LC3e7uEqsAVH5o/J75mY9Y+b7Xr/MTO2cj/JuwiVAHvYmNxIXPkzX9V3l3kBwfXWc8PBIArPwYa9HJeP6k2q6PYaYS14JJaD7j0DeD8J70fa5gTe8xiR0wCE95CIWDpB+rbU3H2HN4I5J8w7zvdxcksOBtPWLdzQyZClSehKkwDv0JB/f3nZwPjLwd2LbRvEywCpj4CLPnAQWw8tX9+wFJZiI1harUyO+LyjjrfE08XZ2Mcf27K1mzk//5TAlZCKhP+a7W0/z4jFaMaps9d7JoTLxnnDwCHNwBjB1kPguEHB/CfmRE+6cAkNio6G/kBgnU7+fPOZHWdJncjQcihMyBS9RpHlAuoh4ogCIIgVCiTGNUUixjVCLtXCGucBCc7iguAlePV12vc16ZuWQhof4U/cWqEHE4RqoCms1EzRjUYBJa8L7+f4nxgxafy7cuC/GzruFP+essPsrByNsrGqO5byZyf6783z5eN8PQco+rB2RomKoqJEUYiWbexuNDZMWblbuTrYVZtaJ4WxEYb8cZPrOo1htGpvypLbCJw7Tfs+m1H7bbATdNLnGZhEqoCyXXM845s9f8YdZDtaOUHAhjxKjbOep65bHThn7FkcUqZSEhlA4esSKwG9LkHuH0O0PQcYOi7wAPrRSfdiK9YioGf8OdN9absWpK5W89BoDL4ja/XWK+Le61zvr6brsiuIzZGRbPv0YjuNWLR2/KujulPMNejFWFBy48BK34Rmyi6xpyu5TIpBRUBwdkoKzby93+XyHQjXstqCGKjRSmGrtcDf98AXPKa3O8EYO9H398lzufdnk61rR1jVC2cjfyx5x4DNk8HvrgGmPKQeRk/YEeXqGgxapbERoKQI62hexse/r2BqBCQ2EgQBEEQKji9UETU2Ug1G8sFfIyqLFtm6K1n5cApLlB3URH6HFwPrOIiwhK5umN+1GyUrbd0aL19ZKUdvKBW3rCL3+I7l2Si19xiVLMPA+MuBd7vzxyifBTdjKfs6w8a8epsFFwpmh3FvPs5c4/edmRw6+Q/sk2c59bBz7uajv7p373UDidBNpJRqgDraL1yrBiBndYYGP0jcOcCUWgMU7OcRqnaORt5HJ2NFnGVshTkMCeYLjGJwI3TgH4PubflcesE2zzNPN1yEHDbLODBjcCFzwKpdUuWJdcCUuqa2/s1iM0If32r3pT9XzWBIYxKZO3upeZptwhVwHvNxuO7WD3EOVz9xVCxXE1t/tzUuUYUF6rVUC7Ot7+W/xWj6rHus9/wA0es0grCnC4xqkLNRkmxkf/NeBEbVZNu3JyNYeKSgDaXqqUl7FkiDs7j3Z6OMaqKzkY+RnXJe8AXV7PrLt9+xXj/ar/x5yulDRGEHA17yQ9gCNNpeGSOhYgoJDYSBEEQhApOLxQRczamUs3G8oKu2Kg7Ev6ETWeTnVuL8I/N04EPBwLv9BEdM6lch7AfYqOs2KRaGxDQ70QuLQ7b1Onjr7dSMaqNzdMn9pZsJ/coq5e1fbb9sWRsAsZeyGpoOSHUbFR0NvIxurqulKr1zdORdDa61aOyEsHdxMbk2kBSrZLpUND+fPCLshQb7Wh1EdDkbGfHuiA2bo7sMckQCsmLTbzr2IgXZ+OGn4B8jWswwOILr/oEaNgDGPAv9h2o0HmkOC8YBLbPBRa9A2z8ybys+83MzWd3vfcqrMnAX9tqnHKk8Q5CWWRdPaEQsHuReV7Dnu7rxXPOQtmoSgBY+Dargzj3ZfEcWT0R+PRS9998YjXztFVctBv7/rCvFWuHW81G3XSESKHiUhfu5RXV2ci7brPlBGy7GFUZhBhVVWcjd/7aiY0AsPFnUbRzY83X5mk+1trpOqPsbOSO3ek3FioGfrwXWPm5fRtZBLGRnI0EIUVUNNDzdvn21RoDLS6M2OEQkUMzL4QgCIIgKimOMap59stUIGdj+UVXbHR6mbcjP9u+sylzNwCXWlCEPvNfB379l/1yvhNNK0aVF5skOwr5kd9S65RxJ6SfJ7w7AAAgAElEQVQbh+zERhdno1X0WpXq7DMKd1KFgsDvz7EO66XvO0dohsk5DPxwD3DjFPs2QoyqogjsR4wqwGqtGbGrR+gHbq4NK0eoIDZaOMHS2wHbZpVMH1wH1O+mfHjSOJ0DpSU28gMAkmq4r1OzpXm6PDgbVTpZI1WzUVd0bX4+cO4TQP2uJfN63wVsnyO3fkJV84j7UAhYMQ6Y/5r1YIXoOKBRX+dt+lWf0Ak+RrXGqXjB6k1ZVG/2AbXthYIs2p8fFBdmzzLmPF3/gyiQ1e3svn1dAXbRu8D0fzi32T4H+OxK4Iaf7O+TvHtKZ/CYXSSqE3bP+X85G326h/hFbS72XyVGtaI6G3nhLFTMRDG3wWOCs1Hh7+efezw7Gy1iVMPIPC/xZHHrKMWoOjgbhc8sQe95eMrDQOuLxd+1CiQ2EoQ+ve5g994t053bxSWzwWBWA0vLOVu3bkV2dsk709GjrAzPyZMn8ccff5jatm3bFnFxFfQe6EDF+9YIgiAIoixxiguLZIyq15GshD/katRsBIBm56qv4+S+4aMhCf/Y+LOz0GhFaTob09sDsUlqTuqGveXblgW2YmMB68APu7346x7f4ZN3jHUk8dGo815RP6ad81n9sjodrJf7HqOqKQjzzsYdc1n8XtUG1u294OYosnQ2cjUbreKT0tuLYmMkKQ/ORt4Ja3R32lGjHMaoykaoAs7RWV5rNqrS5lLgGotayi0HAb3uBBa/47x+VCxwxdiS4w6FWI2wpR/ar1NcAHxzE3D1eHtxoTScjUKM6ilnY3QM0O0GYPbz6tssygfiuI7/YBD45QlWq9COL0cAo74Sa88a4cUJmc8k6wDwyz/d2wHA3mWsDnLf+6yX+xGj6hQdqUqBXYyqhvDiJ7yz8fAmoLjIuqP4dIlRjYljx24Umwqy3Z/nvDgbvSbdyMaoAnqOU/67FGJUVZyNxhhVC7FRRzAszAFWTQB636G+bhgSGwlCn+gY9vw17TEWbRwqFtvUag0MfQ+oJzEgqRzy1FNPYcmSJcL83bt345prrjHNmzlzJho0iMA7WxlDMaoEQRAEoUKpxKhyI9nJ2Vg+KC7UcxlExQJdR6uv51R7je/AJ/whFAJmaXS0nsyUi84yIohNkh2F8clAp2vc2xnpcbNa+9LGTmwEzNdcwQ1huC7mHgXGXgSsmeTfcTlty2uMquBsVOhsDLN9LrCQE0UOrAZe7QBMGAUc26G+TSfc4tB4EaOoQHQ5pFlEaarE7/mBk/uztMRG3iVfpab7OnzH6qF1wPvnASs+jXydSztkO1kTqzl3qPMd3kV58kJmOAZUhbqdrOcHAsCg/wID/s0GdVgRmwhc9y3Q4vySeUvedxYaw2yeBsx40n55pMXG4kJxsJLx8+t1u3sdSsvtWpwHM//PWWgEgINrgPFDnf9OHbfnik/FqE4nln7ExFEr/IhRrdvZPzHQNka1jJ2NaY3Mv5nifPv60sK9vILGqAIWUaoSv1kvzkb+s5KtPRpGRWzU6ejn3cq+xahyz0zRcXqpMYAYb60K/x2Q2EgQasTEA0PGAA+sZQkTLS8Cmg0AulwLXP8DcNeiCis0EgwSGwmCIAhCBacXCj86+0IhmxhVqtlY5ui6Gvs/JgoTMjg6G6lmY0TYt5KJNaoUF6jHKPPtVSLQ+t4n38nS6uLIRlJ6Je+4KEgZMV5znWJUf7zP/1p/ThFivBOtMFetlpgQgafobFzzNfDpZcDRreKyUJB1pn0wwFnIVYX/+9LbATDUGDx53HydPLGXHUuYuGSx4/6v7Rg4uFZdvJelqMC57ml5dTau/Rb4+GJx/r7lwOS/AW/38ve7lkUQBG1qTuYdY/Vv7dyYsQmiGHlScnBPm0uAuBT3dn8dYjTQaYTD8gDQ7+/A3zcAF70ENObqOMZWARr3K5kuLgTmjZHf/9KP7J8nhPqEPouNx3eZnx/jkoHk9JLpKtWBa78FUl1G2Qe4biT+2pyxlcXJynB4I4s8tYP/TAok6uJtmCy37zDHdzLh0wo/YlQTUoGOV6uvZ4VtjGoZx6VHRQG125jn2Q0cOV1iVAFRPHOrbQxYCGcqzkYLYVYlSlVFbGzS3zn+micmwRwtDajFqPIOYDdnY4LF84QMXuuYk7ORIPwhtR5wziPAyAlsENdlbwFN+zvXL68AjB8/Hps2bZL673R0NQIkNhIEQRCEGo7ORh/ExsI8MU6CnI3lA96JklQLSHGI/gKAvvezTksdnNw3meRsjAj7Vuqvqxr7J0SgKXQUVmsMjPzKXXBs3A8Y9n75fmk7vNF5ubETR4hRPdXpdnQ7sOFHf48LcO4AjYkX4/VUolS9OBsPbQC+u8M6eshIbgbwxdX+1RPmazZWqSm6oIzuRv46VbWh9blYsxUTgMLkHQOy9ns7VjvctltmNRsdnI2bpgHf3AwUn7Rvc3wXMO6S0h+Iwjt04CACHd4IjB1kXdsT0I9SjU8But8g1xYA2g8T44ftjqfXbSzm09jBn3vEXPdwy69q52txPovxsyLSzkYhQrWp+Jus1RK4Yy5wzmOshqOR9PbAkFdFgYU/D5aNVTuu5R+zyE0r+H0Fi8TrJ0+ORn1tu5rcgrNR8xpx1gPO9fGMtLjQftlfYiP3zlEeajPzA0cOrbdud7rEqAKieOZW2xgQY1RV7v9WLlCVd0IVsTEqCjjnUflt97yNDVgwIsSoOkQK8+dwUV6J49jqmUm37iIf+ayKIDYq1s0kCII4zSGxkSAIgiBUcHQ2+hCjysdDxSSyF0t+JGvQpZOZ8B++Iyq5DnDXQmDgf4BUruMyOh64+Vdg4FP6Qs8JlxjVSDl/KjNeOgxUxUY+Ak3F2QgAZ/QGbp8DdL9ZvD4kVgcuepE5VJxGkZcH3NxYTs7GcKfbqglwFDl04ePAeLxEqXqp2bjwTfmIwOO7gHXfyW/bCSuHQo2m5nnG2Dxe+LKr2RebANRsaZ4XqShVJ7cqUDpiY3ERkMc52+zExuJC4Kf7zQ5RO3IOA786RHRGAr7T3I3cDOZCtsJKbDyxD1g/mf3Gt84Q3VxhzvsX0ORs62VG0jsAF7+sdsyxiWKc166FJf8+YOOIc8JuHZ3IUBX4WEu7CNoq1YFz/wE8sA64eylw6+/AfauAO+YB3W90d/Zs/VXtuE7stRemYuJE55edCJt9CJj1grN72Q672FyhZqOGsxFgg4RGfe3uQGw9BOjmEL0fFm/8qvvrJ4JL3U5sPI1jVGXERiFGVUFs5F3FgPzzQHGheHxugl3nkcDZD7tvu+1lwACL+w+/PycXutVvI/ysbOls1IxRbXSm3np/7ZucjQRBEE6Q2EgQBEEQKji9UPjhHrGKUAVEZyONoix9hBpb1dhLet97mehopDjfviaULE7OxqI87zFAFZkT+4H9q4DDm/39LaS6OFWdUHY2+tBRWK0xMOQVoPdd5vldrmW1t1TqAJUVbmKjsYOJv/6GRdYjFlGiXolJdI+9S+LExmyFDm7dGN38bBahqsLyT9Ta2+7bovZStSbmeYvfB7bPYYMhZMVGwDpKNRI4xVMDpSM28veS6DgxKjLMxp/VXHMbJgNZCg5brwjORgl2zLX+3fMdx9P/AYxpB3x1HfDd7cBnVwCvtAF+/bd4vY2JB0ZOAnrebr3PqBig43Dgxp/1OqjP6G2e3rWo5N86SRN24oBfzsaCHCbYH1hjPqf5a2WN5s7biY5hTsf6Xdn9Jjx4ys3ZoyPIOcWTynwuOxcAb/YAZj2n/p3EpQB12lsv48UYL9eIhj2Ym9SKmARg2AfA1eOdyzL85Wz0OGApEtRua562u46fTjGqvPi3d7n7YEB+kIZKjGogIA4ws3MF8/DR1FExcrVEz/sncNU4+wFY5zwKXPmxuY52GF5sdBoAFx0jngvh89zK2agrNna/SW+9MPwxqg66IQiCOM0hsZEgCIIgVHCMUfXB2bhnmXk63HlANRvLHt6JUqVGyb8Tqoqjdb3GALp1ile2uo3BIBNZProQeKU18N7ZwFs9gJdbAzOe8qeDvfn58jFnPMrORr7jxENHYQJ37gl11MoxbnUWjddcuxjVSMTE9r7DfcQ/72xUilG1GKUvw7Ht7hGCPH7V8uM7DY/vAtZMMs/bt5zFeb7VS7yfpXGRq0ZS6pqnf3sW+PxqFiHqp5Ofv67yrvRSERu5gSJVatqfw5umqm07WKTuKvOCbifr2m/EeXzH8e7FoqMz7yirBTh2EJDNOYljE1inOE//J5hDb9h7+p3TZ/QxTxudjVU16u3w8cNhvIqNhzYAP9wNvNgMeOdM4N2z2L8njAJ2zLeIUbVxNrrBD2Thr2cJNuK5E/zf7rSM/1wOrgM+v0qvniIAdB5hH+/Ix6jq7iM/C9g+Fzhk49qOiWcDXKKinPdRkMWeh4Qodo/RkH7ADxo5vhNY9714nTgdYlQztgDjhwG7F5nn//4c8HYfYPMv9usKzkbFv593gso6G/nzKqGq/PNTu8uB22axRA3++lW3k/ieGkYlRhUQB96F44KtnpmiY+0dyXZ0u9Fe8JeFajYSBEE4QmIjQRAEQajgGKPqoWbjzoXAB+cB399hnp+5C/h4sNipUFnFxqICJjh9NRr4ZAjwxTXAvFdLx+UnOBtrmKdTuc5yt7g+J0Ih0dnIu4IyK5HYWFQATBrN6pbxHTu5GcC8V1jHqpeaiwCr49L1er11S7NmIw8/Kl7HbVTaZB8C5r8O7F7i3M74t/AdlOHR/TVa+Hts7YYC51qIFjyeYlT5719SbJSJ0+TxS6zjOw23/mofGZexCfjzN/M8K2djKATMfYVFwxoJFgJbpgNfXgN8crFeDTYr+Osy3zmeyw0qiQT8eeJUr9GujpwTpfE3hFEVvsPwg3GO7wYyHaLDeQ6tByaOKqnnFSZji3k6pS7Q/xEghas9qErDXubpo9tKnMxtL3WPxuTpeI31fN7hqiI2rvkaeLcfsPIz8/UlVAxs/An4ZDCwb4V5HbsYVTfcnI1N+6ttL6k2ULud/XI3sfHXJ+XiK61IrA6cea/9ciFGVeFeHwqxmp6fXwX8tyEwboh925OZJYKK2/NEQZZ4n5e9h0SSnQtE192k0cCYtkyECyc6VPQY1f2rgA/PB/6cab388AZWL3nlZ9bLvTgbATHtRvadUKVeoxWBABMWG59lnm8XlwuoxagComju5GwE1Oo2thsKDH5Jvr0d/PlamcXG3KPAH18A88YAi94B9kg4ewmCOO2x8LkTBEEQBGGLY4yqpti4cQrw1fX2I1N3zhdjeipjzcZN04Af7xXdQ5unAb8/C/S9H+j/DzYqPBLwHbiC2FgPyNhcMu1FbDx5nHPKBlhnp9HNWJmcjT8/wOIBncjNYDF7t8/Rc5qE6f8YsGOe2CnLExVj7uBRdTv4WW+Jd8WVZ2djQS4w7VHgjy+tr3kxCebPxnjN5duHO3w6jwBmP68nxBmp1phF0va4Ve46klTLPK0So6rrbKzakN0PVP7Wao3k2zqh3JnPdThZiY0L3gBmPuW8mV0Lgc+GAjdOYwMCvMALWuntgS0GB4puPTYV+MExTmKjTs3V+GTm+ju6jU1XawykpKtvRwbdgQ3G833ph8DUx+TdOWF2Lwa2zwKanVcyL2OTuU2tVnrHx5NUk9UVNd7jdy1iQmNiNaDTcGD5x3LbanouULu19TJdZ+O22cC3tzFh0QlebNB1Nro5e7rfzL5XWbpe7+zucvpcjm5n9Tx1qFIDGDXJ2XWtG6NaXMTqk/5hIzhZkXOYPb+4iY1WA+xUBW+/mfuK/bU85zAw+wXm7Lz264odo1qQC3w5QuKZLwRMvheo00Esq2AnnMmiW1rDq9gYho/LtXPrAta1np2wdTZy50z4HpKQ5p4E06An0PM2oP0V/rwjug22qAzkZAAznmSDXPjzuU5H4NwngFaDyubYCIIoc8jZSBAEQRAqOL1Q8C9UMhzbCXx9k3snG9+xrNopV9FZ/wMwYYR9TGFxATDnReDnByM3opJ3mCRWN0+ncPX+vIiNvKsxOV3sFDy+W3/7FYlDG+xHh/PkHmFOVy/EJQHXfw+0uti+TfVmQGvOoaDibAyFxMEJXmJU+Y4qXbdRpCnMAz4bBqz41P4axh+7sYPJzg2RdgYbsa5LfCowciLwt5Ws1qVsZ1QyJ+CURs3GKtWBFhfK7wcAmpwD/HAP8L9WwDPpwEstgG9vB3YvVduObv24MFV5d/Zed6ExzP5VwOJ3vO0fcHc25mfK17/SRRAba1m3A4DG/dS3v+4H4OWWwNgL2H8vt2IpANvnqG/LDd0Y1Xpd2f+XjwN+/rv+M82ysebpw5zYWNMnsREAGnQ3T39/B4tRXPc9MODfQHoH922k1AMue9N+ua7YOOP/3IVGnoQ0dj3RQehs50Tn9LbyddHSGgF97nZu4/S5bPsdwsAGN6LjgD73AHfMA+p3c27Lx6gWZMldI6Y/riY0AiX3ELfnCf5ZOCrWul5eabHhR7lr+a4FTICtyDGqa792F7fChIqBhW+J84UYVUWxUYhRlXU2WsSo6iCIjQ5R7coxqgrOxhP7gXyuDuVf20kEbvgZuH8tcMuvQMer/BuMWtljVE/sAz4aeMpFb/G+cWA1S6VY8kHpHxtBEOUCEhsJgiAIQgVHZ2Oe/TI7lrwvxunJUJliVHOOAN/fJefkWf4xsPHnyByHa4wqJzZ6qdnId2RUrS+OvK8szka+M9mNVRPEzg1VEqoCw94X57ceAoycBNyzVIyfUxEbiwvF89mTs5EXG8tpx8fMp821zmQwxahy1z1jXNuQMWw0tSpVagA3/AS0HKTeESXEqKo4Gz3U7Ox9p3zbqFgm0q0cD2QfYPvNOQSsngB8dD5zQ8k6YXVjCgHmuuEdfCvGqd3Lln3s3dXPi421WgEBrtaUaiSyKnzNRiexsePVQJyiu3H7LO76EmIJAOMuAea+rLYtN3ScjQlV2eCAvGPAtMe87X8vF53Ni421WnrbfpidC4D1P5rnFeSwGMVJo4GPLgAued15kErD3sDNvzg77/lahzJi494V7k58K2o00693K+PsuehFoNMI5+1UawJc95276MmLjQWGz0Xn99rkHODCZ8XnNiviktWvERlbgSXvqR/XX2Kji2uOH9ji5fnBK6EQMEchmnLNJPEaWJFiVFeMV2u/7jvxfPEco6orNvLORs0a5emc2Jixxf45ooC7hrndz2RrNq79Fni1A5BpM/AyoRpzlDq5lnVxG2xxOhMKAROvLUlOcGLKwywphiCISgeJjQRBEAShgp8xqsFi4I/P9Y6jooqNoZB6Z/HK8Wqd3IvfVdu+LEKMKtc5xndayY58toKP+kutL0YQVhaxcftctfYFWcwF5ZXDG83TyXWA4Z8DLS8AoqLFEeEqHZ5WAwxOd2fjyRPMxaSKY4yqwcmRUJWNYu96vZxLIjoO6HA1cOtvYsSZLJ5iVPkYXYXvv+k5wNmPSDQMuDvGVk88Fb8o4QzSce+HSTtDFDY2TlHbRuZu4MAa/WMoLhQdQVUbiM4l2ZhEXfiajfzAFSPxKcC5j/u375lPA2/2AGa/CGQd8L49nYENfe9ncbh/fKkfPx+GfyYTYlRt4kpV2LOcORj5TnMjR7aw9IWLXgAufsW8LLkOu87cPN2949vKwcfXpeTZOd95uR1pHuKVZWqWRccCl7/DYql5arQABj0P3DFXrm6kk7NRx52l4ugMBNSvEaqDpMLkSDob+WuIl+cHr+z/Q/2Zi3fCVSRnIz+gwY3iAuAIJ8wIzkbFvz+KE79LO0Y1pa5ZqAwVmyOmjQgxqm41G3mx0cbZ+Pszzs83WftY3G0kBt9V5hjV7bOBvcslG4eA+a9F9HAIgiifUM1GgiAIglDBSWxU7YjNPqTfqVmRajYWFwGbpgDLPgJ2LmQv2YnVgDaXAD1uce/oX/2V2v52zGXuFZkR6yqoOhu9xKgKzsYGrFabkczdTCDQdSZUFHQEDi+iSJiDa83TfNyiF7GxkHe1JXr7HvlR8TqRTpl7gOWfMAEo9wiLumrSj9XeqqvhGOTZMJmrQyqJKUbVJXotIRW49A1gwJNs1PuxHcytWKsN0Pgs1kFyMpPV4Grcz7lWngxWMaqyv0mrc0CFcx9nx//7s9bnXnId5mSUYf33zPnW6iLndl4cw5m7mSOky7Ulnw9/TZUh76h7Gzuy9sMUtxhbhXWYJlYzO20iLjYqOBsBVkc09ygw938OjQKQjpLM2MzOm9kvMOHv3Cf04+VUHR3dbgTOeoD9e5Oi2GxFat2SfxeeZL95I15jVEMh4Ie75RIosg8AvzwBtL7EPL9uR/eozjCC6yfErptOHfS697uNPwHzXwfO/Jv6/UcY4GJzHgQszstedzChUWWf/OdiFBubnQel8x8Amp8v3xZg9wzjNcLNebhtltr2w9jFqPJ1esuTs1FnAEgOd+2vSM5GndrQE4YDve9mqQTRsd6djUKMaimLjYEAi1LdtaBk3sH1rD6lkaIC8XlUJ0Y1FNJzD+6Yy55re92mvq4TMoMtTldUBw1u+ZW9Xzg5+gmCOO0gZyNBEARBqOCns1HnhTVMRXE25hwBPhkMfHUd63wJvyzmHWN12947G/jlX84j90/ssV9mB1/z0A8EZ6Ob2OghRpU//tT67L+A4dGtIDvyneLlAZ2aUrp1qIwcXGee9lNs5DuuVVxtVnhxNoZCwLwxwKsdWRTaoXWs0/zon6yT5r1+zPnGi2OqyEQuWVHsIDbyUWJhkmqyzqVBzwEXPAN0GQVUawS0HwZ0v5FFOHoVGgFRJCrKk3dhW9UfUiEQYPUlH9wIdL7WvKxBT+CM3mrbk6mt4+TscqMwF5h8D6vPF3ZRunU6WqEaKWqEHwCSWk/PteQVQWx0ORcDAWDAv4DRP4m1YoFT9bM0ahUHi5iAOfVh/VrHvMh0xplA/e5iu/QOwND3WNyxF7GZp/2VJf8+stX8XJVY3fvvfMc84LBDPTKeDT+JsX5uTh4jUdHOwpoVTs5YJ4oLgF//BfzyT/V1VZw9vIutfjd1cTPeIV62WmOgxUD5bVWpAbS9TG3/fNyk2zVCt75t2LHIP0+k1OXalSOxUUdo4d9hKpKzsXoT9XWyDrDf2udXMfHMs7ORF7t0Y1Q1xUZAjFI9tF5swz8PBaLdXbhWMaqyUe9WLP1A//5mR2Wu2ci/G7kSAg5tdG9GlCqBQABBt9QEotwRDAYRqCCDzElsJAiCIAgVnDpUChTFxuTaQKxGZ6vbcZQXCvOAz4YBuxc7t1vwOvDbf+yX2wkKTvg9SrooX+xo5wWtFIuajboOVKuajTFxYodTZYhSbe1QA8uK1PpA3c7e9yuIje3N056cjZzYqOpq45F1mVgx92Vgxv+xGCw7Vk8EXmgEfHA+sPh9vRpZAV3nlGSMalkQEyd2QstEqRYXip+3bmdxXBWxoz22CrBpqtp2/vzN/R7mtRYqwBzui95h/27ST23d+Kri71AF/roaHiBS1jGqbs7GME36sSjn7jeb5/NCjCpLPwS2ztRbl+9krdEUuHUmcOdC4KpxwFWfALfPYXGZnYabRSYdsdlIbBJzyoYRIlRbeXf+b5is1j5UDOxdZp6nKpA7RYZa0eICMGefJgvfBDZPV1tH1tkTCon30tpt1PYFWHwm3LVo4NNAnKSoO+gF9cEdwjXCxdmYqFkLz87ZyLuCsstRjCqfuiEDf7wVSWzsPEp/3W2/Az89ID6jqX5/Udyzj+wAVP689SI21tYQG+OT3a/J/HtxYZ630gAZm8WyCF7hrx8V4Z3cL5zeFeyoKAOkKxGxsbEoKCggwbECEQwGUVBQgNjYipEEQGIjQRAEQajg5mxUGT0ZHQt0vErvOCrCg/vSj1gtFxnmjQEytlovU41wjEmUqwGkAu9qjEkQo36q1DB3mISKxU5lWYSajac6mipj3cauo9UE5243ehehQqEIx6j67Wzk1pcVG4/8yeIUZSg6CexdylxQYzoAm6apHaNu7TQnZ2N56KC0ilJ1g//+AfUYNSO8aFOQpRE5FnIX2VRq5zoxbwyLV+t+k9p6nUcycVUXwTF+6rrKDxyJtNiYq+hs5Kla3zydf8Lb8QD6tY75a034PE5vC7S7nLmI63ay7mBu1Fdvn2Eue8P83fG11Gq29LZ9QO8ensudPyrORqv2bmJjtUbuEchuLHpbrb0Q3W1zvck6YI4cDUSzeo2qCJ8Jd87XbgNc+zVzs9oRiGbOWp3nbl48dItRbXmh+j4Adr6FQu5io+Bs9HBd9ErT/kAVxWtYCnffrEgxqp2Gi+KzCqu+FMVy5RhVXmzUjFH18nfwz8QHLcRG/u+UGRDAD7wqyPHmbAT038Xs4M9Xr8dXkdAZXMC/uxJlTkpKCoLBILKyPCSWEKVKVlYWgsEgUlM9DjAsJUhsJAiCIAgVHKNSQuqjL3vdwTpAVCnvNRuDQeaWkCbEHC9WdLtBbd8dr1Lv3HODrxNWpYbYeRoVJToPjU6avStYfaTf/8vcYXZCYSgkxv2FO5et6jae7qSkM9eCDHU6sJo4Xjmx19wpExUjdlzzjjalGFWP9fp4dGNUl36kF+ecnwlMGAlsmSG/TuuLxc9MBmMnjmyMammSXNs8zXcCW2El0OjWzANEsbHwJLScTk5OM6vaS7puqpxDrF5fnQ5ApxFy6yTVAvreq7e/MFYxqkDpOhuLCsRrhWpHPe+E9ON5YOsMcVCNDF4cOt1vhPY51GIQc7Ab98+LjboDHIzoiDj8NdWz2CghJl/wjLPQ5sa2WWp1pmVjVHm3U41meoNr4iWiZc/oDdyzVBzEEIgCet4G3LVIfYBDGNUY1W436D3bZx9i4go/oDC1vtjOiNcBS16IiVf7XGu1FkWn8jBwSJbENOba9jJAiH+nqIgxqvz19cQecfv8ACUZN7sQo2oRO6uK32J8ZY5RlX1mC1Ono56bnevURmwAACAASURBVIgoSUlJiI+Px/79+5GZmUkOx3JMMBhEZmYm9u/fj/j4eFSpUoaDixQo4+whgvh/9s47Tory/uOf3b3euIM72sHB0UFARWzYglhQFBGVCEpsib3EkuQXk5iYZoxRE40tKogdRQVFbIAiVqT3Ir1dP663Lb8/nltu5vs8M/PM7Ozd3t3zfr18ye7O7M7tzjwz8/08n89XoVAo2hlWUSmNtfbi8LoPBy56DPjgLosFPdD1ZIp1Z2PJdqB8t711tn8MTHyIf37ohSyuRxTRQ4lLAk693d7nykB7Sxn1BMzoDRzZ2/K48jDQ8AWLqTy0Rr/sx78BhlwAnP9XoOuAludrSvQ31t64FvdUZ3Q2AkxADPqBz/4IwOCGqO/JwJWv80VJJ9DYt+whfDFI5GwMheRi+9x2NnIuE8nCx+YFzj8zFAAW3Ar8cqNcoSw+mU2uWPYPe5+jHXNjLUYV4MVGbRE47HSn+4TbPTtpIa2pFsg7Fdj3jfx79BhpHv0n6r004y02thVukP+cMIfXMefbxf9hwsHWhcbLpvUArprH98W1SyzEqNJzSVyy/TjRVLLP2Y2EFBICqgvt97uNpPdYVn/Wd1TKVUmugXZ8zP5LSAeOm87GlpLt+lVyXHA29j0ZWPuavXXouSHazkaAiXjXfAC8cqnchAcRR/bJH2Oyzh7ar9Fp0Vn2O0nNZv0YV85qea7nKODCR5x9bhi7Mapd+gA/+S3w+V/tfU5NES/YJKTxn0+dWpFOWIqUM+5l/U2tzjmJGcBlLwAf/Ub/fHsSGwFgwFnAtQvZvZvMvQmFTgiz7Wwkx5/sPaGbYmNyJksHqNQksRRt0feLFsWoWsFdz9RF5hxMzOAjXyOFi5HuRDGqIy4BFv+RtQqR4ZRbIo8zV7iOx+NBXl4e9u3bh0OHDsHr9SIhIQHeSCY+KlwnHJ0aDAaRmJiIvLw81bNRoVAoFIoOiVURv6nG/nuecC2bJZvSTfx6Vj67uNcS62Kjk2Kt0Tq+eGD6m9YxLL4E4PJZrE+T23Bio8FvRQt1Wz8EXpnKC40Acz9s+xB44Ry9uFVJIlTTewHe5hnymcTZeKQTOBsBdqN62p2sX5mIXscB131kP47QCKsIVYDvkxZsEsdjiqCFpkhnXTt1NjotSoepLrTX0+zMXwHDLrL3GYEYdzZS4adsD+uD+eQJwF+ygb92B545vbnXZbNDKdJ+TRTO2VgLnHiDeFkjrJYXFQ0Hn8N68Q1xEOEYPpfGJQLTXgGmvgD0OYlf7tTbgZu/sh+nraWhirl4dy/TPx8WMFpTbOT6NWbbL8RRZ2NjNZB/VmTbBTgr+PvJNZHdovl5fwNG/9R8maRMYJRB9GVjFbDif8DTp/I9G7NduBYYdbm9npg9RvKTB1pDbASAniOb3aIOsePEk+1ZxomNDov+9Dcwi3RuJNfhsr0czbAbowoAZ97Hznlm5BDxta6cHyOSuvD7RBPpr+u0569bxCexGNuRlxsvkz0UuK7Z0U7vpdpTjGqYvicBt3wDnH63/XVp3zvbzkZyrDqNUY1EbARYXLYWOlGPi1GVERups7E2sp6Nx06PLH5dRGd2NsYnAdNelrtvOXaGfSekotWIi4tDfn4+8vLykJGRAZ/PgRtfEVV8Ph8yMjKQl5eH/Px8xMXFwCRbSdrPlioUCoVCEQtY3VA01pq/bsQxU1iBYdF9Lc9l9QcufBQYeDY/O1r2xrKtcOIuMysIZfUDfr4UeOlC3r0AsO9o/O+BPifY/1wZqNhoFFdGY1TXvQlDJ572vV+/Erh9BbvJ5vqKaeKzOquzMYxRlFJdOV98iQRaMBGJjXEJ7GZbW/Srr5AralBRMlKxiRMbJQsf8cmRF0k2z2cFeRl8cWxixZePAN88wRdME9LY5AqtU067fXSSRSy4IdKI8LPiOX58LtzAel0u/xdw5Rt8YTXS358WfRpr2QSV754GDq6yXr/7COuCkFHvJY8H6H0csP0j+e0F9D3IvF4Wfz36CuDvuXoh4eSbePeoHda8Cnz8W3EU5fxbWRR1FzKu0og7NxGJjXah+1x1MTB9LvDiuXIiiIjkrs76KkXibATYmHDpcyxmecXzwJ7lmm3KAo67ik3uWfKgve1ISOP73DkhIRU469fAp7+XWNgDnP0HNgbQbbEDFdZkxUYAOPCDvc8K44231+uac/YYnEeo68ux2GhDgKVjlRtpB3ZjVAE2Np79ezYWP3+2/jvqeSww7nZg+CXAw/30bvdS0r9cJDZS2jJGNUxCKnD5i8D4+4HXp+n/jlNvB879S0tcOCc2xsC53AkeD9D/dNaH2A4h8tjuJA0uRrWNxMbuI4Adn7Y8XjmLTYYZegEbI7gYVZecjQmp/KQCEclZwLg7rJezi2yMdEel70nM2Tv7QrEQ7PEBp/8SGP875WqMcTweD1JTU5GaajNhQ6GwQDkbFQqFQqGwg9UNBS2e24H23xt2EXOOeL0sSlNLrPdszBnGO36sGHCm+etpOeK4OI8XuPrd6AmNAN/LytDZSPrqWAmNYSr2ARvfZf+mUX9dNO9JxcziLcAXD7O41s5A2S7x80f2ybsKZeDExpHi5URRqjK4HaPq1NnY9xTrZayoKbG3vC8OGP9b3g3Q7zTgni0snkyLVjiNRTdEOOI4jNlEkOpCFnNIe8tF7GykYmM1O2dMnwv0OtZ83ZzhLKLUyhlj1nvJzM0iwhsHjJgifo3rhSrRr86IFc8DC24z7nkXbAKW/JmPcG3NGFXqUpSBczZWMdf7NR/wfX1lGTPT2fEk6j9qF4+HCTLXLgTu3Q7c9CVw2wr277N/zyYm2CV7sHtFzlNvt45n93hZJP7QibwQZscZCTh3Ngb8wL7v7X1WmBGX2IvQ5YrtgolAwSBQvFX/nFOxkYoUZt+Jkz5xVtiNUdXSbTB/7rpuETB6GhCfyE8ecCI2tnWMqpZuA4Hex+uf6zpA35eY3ku1V7ERAPqf6WAcJ2qj3ShsJzGq/gY+wj0SsbFgA7CZJFsUbgTemgn8exSb6EMFQakYVQlnY1Y+0P8M8/dJzgJmvM0nwriBzPjX0ckeYrzfDTkPmPCAu5NAFQpFu0KJjQqFQqFQ2IEWDGgBJBKxsXyv/nFmv5Z/c2JjjMeo+uKBE66xt85Yixi/pjqgUNAbJRR0V2gSIS029hI/L8Oql9j/K0iMaljA3P4p8NLF+teCfuCLvwOPHwN88jtWbOzIGImNCPEFOqc01QMlO/TPiZyNgHOxkRZOIi0UUrEqFJDbF+xGbYpwGt9Gi8V9TwKSMsyLOFyMagyEtNidVNFQAXz7X/1zEfdspMX0ENvH0nKA6z8BJv5DXMwceRnw88X6CQ1GcAKK5tyXPQgYdK789o6YYjxWckKLQ7GxdCffF8yIzfP1j1szRjXFgbMxPplPAqgpZlGzt68E+pxo7/2SugAn3WR/OwD+mijS/pHpPZhAnjOUuSQ3vefs98gZFtl2aPF4gPP/xuLc8wWTovqcxI6zsdezx5E665weAwXrSJS/pNjq8TGXnR24PsGCSRZH9uiviX2JQNd8e58Thn4njdVMzBThxE1lhZMY1TDVBfz2aPcJeg6h1x9JmRLOxhgSGwF+/6CTEmJx4pBT4hKAE2zEF6f3Zvctuvew62x0cE9Ir099ic73mwOrgFkXAOUG1+RVh9lEn22L9M87ilGtE7ceuPpd4IJHmOilJTGDnc9uWg70tXkulKUzx6iG2fut8X5H72MVbUcoBOxezpI8Zk8CXroIWPQrNllAoYgiMXCHrlAoFApFO4LeUCR10Rc2nMaoAsARIjZmacVG2p+jHYhKp9wKrJvLXHtWjJoG5I4xX6ZgA9/nJExjtfs9ObRI92yUKNobEXYAcM7GPqz349yr+QJFmFCACRjVRSySrqM2eC/bbfxayXbWCyhSSrbp97PkLN5RGiZWnI0iN1GggbkIzRh0LpA3Dtj3jfPPTu8FzLueOWqaatgM/+EXs+Kb2YxyGlUZjiY26wXGxai2cYGydCeLDbPL4bX6xxHH6CawWDWtq7KxlhXt4pOBU25hkxmoyyhnmLwQYlXAv/g/LMaTjl+UrgOACx42fj0pgghJLStnGZ8vrIiq2EicwE77zKZmM0fj0fctZjGo8Un2XEIJ6UxE8/qAZf9k4l5VAdsnc8cwAW3AeONzCudsdNmhtPtLZ+tVHmbjcaQxgVqGXsD+mzNZ3//zxJ+zyRJhOGG+lXo27iXjeN4p7JxJxS4tHi8w+UneiWaFTIwq7deYM9S500UkUjRW8+MFIBB73ejZGEFf16pC/eP0nvrHNCaatgqQilGNMbGRO49biY3t2NkIsKSGnUuBgyvNl/MlAJc8Cbx6GXk+QrFRJsbTrQjVxlrgzRn6848RO5fqH8u4jGViVOMS2XXPyTcCJ/2CXdvUFLN1u4+I7v0goGJUAb4Htpay3UzkUhGqbUvpTmDedcDhdfrn9yxnva4HnQNMfd5eqoFCIUkHrUQpFAqFQhEl6A0FjXxrkughYQTtv6ftn0T7c7QHsTGlK/Cz+XqHpohhFwGX/Nd8GQA4uNr4NVoIdxtObDS4MM/o7fwzggF2g0Z7rCV1Ad69yVho1LLhLWDjO863IdYxFRt3GL8mQ+Vh4It/MFFXS9cBxjfMbjkbaXHFLl4vP0bQ4ozRele+Zr/QrGXta2yfqzzACrAl24HljwJPHAd8Y3Jc15JibfiYokVsv4mzsS0LlPu+A/433n6vQhGRio0AX1yj5yJRf6PyPfLvb1XA75ILXP8xkDvW+D36nwFc97G5wEYjJ53GqK5/y9l6AItINHJNyVC8HfjsAeCNGey/T//QEp3rRs9GgI/t04qYlYf0rw2fDMQLxJrhk4FfLGUFqX+PBj7/G+uxV1cGVB1i8bKvTgVemgTUlPLrA+47GylOxebdXwAvnBMdhwUVi+i4T4vwtns2uiQ2DjoH+MUS4JhLxS7wXsexCOXjr7K3fQA/9orON271awTYuUo2SpWOdW7EqHI9GyNwNqZZiI2lO8lnd7GO4o11sZFzNsbQudwNElKAme8CQy4wXiatJ3Pj5ZKWDx6v9cQwChej2opi48Z3zCcwmCEj/MvEqGqvmTweoPtw5jrvMzb6QiMg37O2I2MmNjZW89c6italbBcw63xeaNTy42J2fWfnfKZQSKKcjQqFQqFQ2IHeMNPZzk6djQ3VvKClExvpLNZ2IDYCrHfLzctZxOeaV/jXk7sCV7wM+CRmux9aY/waLYS7jazYmNYDLLosJH7dDI8HeOJ4ft0lf5GbQRzm+2eB0VfY//xYp7GWFcCNoG4AWUIh4Ov/AEv/IhbxD64CPryXRVHSAgMnNkresFFnoxtiU1wi0KgpOMmIjQDbl69dxGa5fvF3+fWsCPqBT3/H9utTb+NfN3I2cvF8Jj0b2ypG9ch+4PVpLBLVDdwoFMen6ouJ9FwkmpBhJt5TuAK+QEDJzGOxrPtXsPG+bDf7/bMHA8fPtHavAwJno4PvONAE1BTZX+8oIfa59PxuRU0psOBWYPvH/GvfPAEMPp93Wzrp2QjwAkV1898bCjFnopaJD7Gx6tFh+v3g3AeZaP6+RYTmvm+AV6YA133EO2G5IrDLYmMkM+5LtgOvTWOCaqTucS1U+NHuo6GQC85Gm+7epjrgwA988bffaSwZ4YqX2GSa7R+xfTQhhbkeqehhBzMHehjqbOw+3PnnAex71O6/hmJjhGKvCBqj6q9jkesy+xU9HtNJn18ao0oniiR1sf4bYqlnIyAhNnagGNUwSV2AGW8Ch9cD7/5CnyRwzGXApc+w74U6XZ30ueUmoEq4+On1qVOxcc2rztYDJGNUJZ2NbUlnj1GtLeNjOBO76M+FZbv46xRF6zH/NjnBt2gzsPiPLJ1EoXAR5WxUKBQKhUKWYIAvFNIChNOejTRCNTVHPxu7vfVs1JLUBeg3TvxaXRlzRMlwyMzZGIGjVAbZno2++GbB0QGN1RCKlLLfT5iDK016G7ZjrFxYTsXG5f9iN1pmx9QPL7D+MyHy+7jmbHShUMgV9+rFy4lISAFO/2VkzhMjPnsAqBBEa3LHVFhsNCnixEqM6ndPy//WMrhROKOz+emYGKmzkRbwjeJXPR4g72TmVr/uQ+DahcBFj8sJjYA7zkaPj7lFIsFulGptGTD7ArHQGGbHJ8Cer/TPOenZCPCOyHBRqb6CCSFa0nowoYY68sr3AB/eJ/d5Bev5XqMA4KeigctFYDOnkAxFm9x3+1NBXDsWNNXxKQTRilGtKWETuR4dBsy5WH+Me3xMaAyT0YtF4p71Kzb5IxKhETB39vgbWBwvFT+Neh/LIvu9RNozU0R8Mj8pSHZyESc2klh2q4K8VIyqi2K6G1j2bOxgzkYtvUYzV7GW7EEt53kaKRvn4G+nccQyMZ7UveRUbCzbab2MEVIxqiJnI/3O2nh/5663O4HYGO79N+8G4BlyT5+Vz1ylWjrifWh74dBae+0x1r0Z3fYBik6JEhsVCoVCoZBFdDPHxag6FBvLidhIo0fbY89GLbTYomXv19br11eax2RGO0aVurCMxEaAFfXaGpG4096hN67UDVDyo/3ow6KtwNK/yS27fi6wjURmOu7ZSMYJNwonVsU9GWjxduAEfga9XYJ+YPUc/nnDno0mYiMdgyPdNic01QNrXnP3Pd1wpXBuAI3w4G8Uz7yvOsT+HhloAd+NaEIRnLPRgdjo9QI9R9tbx0POsXYLLx/9mvV7tYJOAnAco0rGv7DYWHWYLJfTIgwlE5fgpvn2ot9XzuaPQTcK52YMOR/okme9nBkrX3RnW8Jw475mH6VjaFyS/UkRMqJa6U4W4/ztf8WiVygAzJoYeby4EaJJIcEgsPwx4LERwNvX8v1JN7wdWQoF/V6MEh9kXNhOcBqlWk2cbHRCmpW7OakLE2DoGKUl0ih2t+lsPRspIsEsjBvCmRsxqnSybGsgI/zTawuh2NjWzsZOFqNaXcQiOedcBGycx19nVB3m92MlNrYdG+fZW95fD2xZGJ1tUXRalNioUCgUCoUsopsJWhh1GqNKnY1ZVGxsx85GgC+2aJERGw+vhWk0aTTFxqZ6/v1p0VZLRm70tkWWjla4Afgb1/wz9QKbv86+C/SHF2Ar8nbF//SPHYuNreBspMU9GWhRe+I/gPu2A+N/73y7AGDz+/rHoRAv5qQYxKhqZ4zTglpbOBtLd0Qen0qdLa44G0kRT3suMhOUaK9gI+gYmGDTrSULFRSc9mwce5295am7yI7YWHkY2Piuvc8L4zRGlevZaCA2avc1Oklmj8S5V0t1AYvr1EKLwG47G70+5ow1E1qsOLjKXecJF3NqIjbadTWK1qGCe2MN8NrlQIXFsVt5AHj1Mud9L80Q9WycfzOw5EGgtkS8zvq5rFjt9JiW7tlIxyqXxEYqzsiOEWbHJCDnbPR4zPeltnZ6UaySFjpijKoWTmzU/P1ujJl0opVMaw23ejZmD3G2HiB33cB9d3XRj+u2CzfZQkLsba/UlbO+fvu/N17GX8+nOiixse1wMuG4sgNOUla0KUpsVCgUCoVCFlHsj5mbxA604JtJZvJzs1jbmdho5myUKXgeNIlQBaLbs5E6sOKS+chCLbSQ1Pdk42Wj4czyJQI5Q91/37amnPSXyx4MdBukf67YZpTq5vn2lt/1ub7A6DhGNRo9G8l7uOFsTExnRR1RfKIdaPG5oZIfw8KuEaMZ46FQbMSoRtrT0uMDBo7XP+eG2EzHJO25yGx8pMeVEdGIJhSRSI4pp0LJqGlAVn+5ZZMy2XiiRda1BLCYThqxLotjZ6NBjKpZZCPtfygbA6n7HHIsU9EgGkXgweewvoORuLfomBsJZuO+G/0CrZyN696QL+Qe2Qusfd3+NlhBi+1lu5iYaMWhNcDCu519pnSMqmTks11oD1fpGFUy2c6qZyP3uc3nRjOx0Y1ziJuYxUwGA3zUcEebIEfTCrR9ul2JUXUwAdUtsfH4mc7WAyKIUaViYxuL652pZ+PSv8m1qaDXQEpsbDucjKcdbcKHos1RYqNCoVAoFLKIYn+4PlnRilFt585GM7GxfDdQeYj9u2w3sHIW8NW/WWTbwdXAt09Zx6BFs2djban+sVmEKgBk9NY/Lt4qXq7/GXLRR3YZObVt4pGiDb1x7TqAFwjs9G0MBlsK9Hao1qzjmrPRhQg0WrCyK4oF/Hy8a2I6i75zIkpooX8f7deY2AXwNY9xRg5N0czxtohRddqTFWDbe9nzQBrpnedG4Yx+x9pzkdn4KNu30Q0RRQY3YlQBdm6e8TY/+YOSmAHMmMv/JnacjbLuUEpCmnORgLqhwuNS+FwaRtunkYqNTvpa0msezqUTJdFgxGTgzjXAGb+2v25ckrtOXK5no9vORnoMVOn7Ba+cbe/9fnA5Rhbgx+mK/fLrbnyHv+aVgfteDCZRcDGqLkU+O45RJde/dKxJk4hRBdqX2MglFGiueUTCTEcTG01jVF3oc+uj94QOYlSdio3HXApk9LFeToSM8E+vZUJBQTx1WzsbO0mMan0lm9zihNJdfJ97RevQy2YbAQDodaz726Ho1MRZL6JQKBQKhQKAOPYnXtBbwgmWMartvGcjLbb4EvTf5+d/Z9/B7uWQirVMSNNHZUUzRpUKI7RgS6ExqkYClNMbfTN8icC4O9x/31iAio1Z+Xyckx2x0eNh35fduNF4jTDklrMxPgacjdwx5GFF2k023Z8i+o3TP+Z6oGocI0bxVKJiWlvMxM3sC+SOBQ6utLfekInAuX9mruMDq/SvuSE20oK6tuDuhtjYas5GEyHHLjlDgF8sBV6+hB8bvHHAsIuA8b9jy9EYVDtiI50MJIvVxBUzDGNUyblWO/mFxn+nZgM1RfKf6UsEeo/RP9cazsYw6T2BCb8DijYC2xbJrzf8YtbH0y2o6KQd97njhOzPMlAhP+hnYk18MnNIFW60934l29hxREXSSIio2B4C1r4GjL/f3mfKOhujFfnsJEbV38hPWEsnYmNihvm1iIzY6EbfXzeh5zRd72W6r3j4e5z2Dpd647azkR5/MmIjEced3oPEJwHTXwfmXGx9zZuQqr/+kJmk5EtgE2G07ld6rLW5s5FOiuugYuOPi53fXzdUsN/N6p5Z4T7HTgcWPyh/f5vZDxgw3no5hcIGytmoUCgUCoUsohhVLrrOgdgYCnVsZ2MoxMdIdR+hf7zmFWD3l5Dun0dvfqIqNtp1Nlo4acIEmoAUhxF6InwJwOUvAj2Oce89W5vKQ8Dql4Gv/8McrqU72fP+BqCC9GPsOkAgNu6Q/yyPB+h7kr3tS++tn9HtlrPRjUIhJ9LZFBs5R04G+46qbYgRRoy9Qf+YFo60IoioFxjAF3M83rYrUJ58k/11Tri2Jd44GmKzWaS32fgo7WykbqEo9Wx0y9kYJqM3Lw6d9Avg7k3AtDlMaAT4iEQ6ycSMHiOslxHhtF+jaN3aEhZPyPWH0zobuxm/JsPIqXzhsLWcjVpO+oXN5W909/Nt9Wx0IMrHJfDF9PD70jhBWZyuZ0Skv7OdiUFh6HdpNDbQsaotY1Rpv/L4FF409HjMHfNSzsZ21LORu5eKZ99BRyLqzkbaWkMixtstZyPAXFA3LGa900Wkdgcue5HfLhmx0ePhr2c4sVE5G1uFSK//VZRq25DS1d510hn3drwJH4o2R4mNCoVCoVDIIopRNYuuk6WunETUeYAuJKKGzmKVubGMFRoq+eL64bXufkY0Y1SpU8RSbMw1fz2Mvw449kp725IzTBy5Oegc4LqPmIOjPVK2C5h7NfD4SOD9O4DPHmB9nZ4cA7w8Bdj+iX6Wc2IXdjMVSYwqAIy9zv7yWoeMmcPFjKbWcDbaLC4bxf9Fum1DJwF9xuqfqyWFoxQTsTFcmAyQCRZtEaEaZuTlwPDJ9tbRjlGc2OyGszHaMart0NkIsHNl4Sb9c2N/zgttVEiw42wcMcWZgy0SsTEpUz8JKRRk28yJjdqejeTc5W8Ejr9a7vMS0llBisI5G1tB9BgwXr5v2Mk3259UYoWdno1OYlRF64XH58QM+9+xL4E/V0WKE4FEC+3ZJ4OMszEYFDgboxWjKjFGULExrYdYWDOLUg2PLWZCTazFqJr1bBTdS3U0zJyNXP9BB8cSl3bjJEY1wjEhZwhwzQfAbSv4PvHj72fnRfq3yl430P055pyNnaRnY6TX/+EJo4rW55w/sfQOK8bdCYz5WbS3RtEJUWKjQqFQKBSyCGNUXXA20gjVjN78zSd1NspE5sQK1NUYDYx690RCyQ7gg18y4UvLodXAvu+N17PqERamqR448QYboomHzRS+4iX9091HAFe/wws67YXD64Dnzwa2fACEBCL6rs+BecQZ1zWfFeyo2FhTZE8kGD5Zvk9FWk/eoScSG2V6lFDx3Q1nI1fci9TZ2FzYzY1gv8o/C5j6P764SmNUtc5Go56NtJjWFhGqYbxediya3aB7SDFQ+/1yxUY3xEZSxGuyITbK7LN0jHWrgE/hnI2SAr4RZbv0Ls+4ZH7cACITGxPTmKhll9QIYlS9XnGUKp0coxMbiSuxrgyY9Jh1QSoxA5j+hvh7c6NwbhePB7jo39aOxXF3Auc/5P7n033UX98y3tJx1GlvU05YaxbdvT77Ex2GXeQsqtGMSMffrP7216Hficix3SQY69zqL8uNERLORjPxX0tqd/HziRktwlK7ilG10bOxLc/l0YKKNNprPjeip+3EqDbWAmteBYo265+n+6ZTcoayaz363qJoftn+5JzYSI61Nnc2GkyK62j0OTGy9ZWzse3wxQPTXja+XkjtDkx9ATjvLx3PWa6ICZTYqFAoFAqFLDIxqk4cdlYRqkD77tlI+zVGA7djVDfNB545DVg1mxc5ynYBs84Dlj8mXjchRc7l4q9jUaAX/0dumy54GOg56NFVgAAAIABJREFUUhDB1Y6jT+orgdd/al3YD5LiTNd89v+EVKBLX/1rJT/Kf74vHpg+lzlGzUjtDlw9jxcHaNE52MS7FkVQZ5srzka3xcbmAq1d92eYU25jIrhoJrtZH1RaeDwaoxpDYiPAiveTnwRu+wE45VYmWncbDPQ9BTjvr8DIy/TLa88NVKBxw5XCuey1MaoGvc0AJkrKRGXR93CrgE/hIiqr5MRQIwrW6x/3GCGOi4pEbASAs34DjLjE3jqROBsB1nNRS1WBhdhIxq/aUjZuTHsZmPKM2K3W92Tgpi+B/DP410KhtnMp+eKACx9hrpqTbmLHXloPFq19ym3AHatZEc3NXo1h4pL4vzPswDWatGEXMxef3Rhnt2NkAf7v99j8no+7yv5nisYGCr0Gj0t2Lx6O9myUiVHljkeDuFQjZ6N2QpPZdWWsxaia9bQT3Ut1NLgYVa2z0YXoaS5G1UDs+nEJ8O9RwILb+GvTBbcBr10hJ5pboe0NDLCWCJzDOE1e1LCMUW1rZ2MniVHtcQy7BpCFngeU2Ni2eH3GEwNHXAKMvqJ1t0fRqVBio0KhUCgUsgidjeQizg1nY5ZIbGzHPRtbw9nopti45yvgnRuse94teRBY9ZL+uSP7gVemyvUZCwtOx18FXDGHOedEpGQDlz7XUmCk4qLIDdheWPems9nVXQew/weaeMHvlUuBRb8GirfJvVdGL+CGT5lYQIs+ccmskH3TMqDnKH5d0RggE6XK9exzw9lIZ9LbFRvJPhsudncfDoxycEOaPchYEDRzNnJFyib9/8O0ZYyqlpwhwMSHmCBzx0rghk+AcXfwwo6Z2OjGLH2ziS9Wk2BkolSps9GpiGIFfd9QMLKY7MNEbOw5WrxcpGKjLw64fDZwzoP6/dmMSHv2UrGyeKv+fOCN0++HdLtqy5hg6PUBx80QCxa5J7RM7qCICqyt7TjJGQpc+E927N23Hbj9B2Di34FuA6P3mR6Pcd9Gt44TM2Gtz1jm2pThlFuBfqc62wYz6O9sp/g/6Fw+dlEGOsFBJDZy37+LkyJciVE1uM4zcjZqI3tNezZKOsZaC1vOxo4oNprEqNJ7CzecjaLWGjuXAq9PY/18jdjxKfDqVGctQLSki8TGCHqncs5Gcs3Y1vsM/c2Cfhbh3BH5yW/lJ5MMmah/rMTGtufAD+Ln6blJoXAZJTYqFAqFQiELvUEUORtlXE0UKWcjFRvbkcDUKs5GF3s2fvZHeTF3yZ9bRMPyPcCL5wI7l8itqy2+HDMFuHsjE3a0nHIrcM9mfW/H9iw8U1bPcbZe1wFA5WHghQl8P7bGKmDFc8BTJwNf/kvOFZXUhfWYyT1B//yUp1khm87aputqkREbuZ59LoiNXKyTSzGqAHPwDRhvvj4Vwc16tdhxNsZijKoMtLCmdQZG4/c3m/gSqdjob+C//2g5G0Xx5DKTN4wo2KB/LJo0AEQuNgJMtDv9lyziU4aInY1EoKDCalpPvbOP/o3BppbjvqlePHZVHDD+fNGEhrYuArcWdJJL2OXWGs5GADj3z8DQC43X93hZj83z/ubs862g468vwfocAQBZ+ey86gSjaFkt0XRgO4pRpc5GA7ExTUZsNPpbPLF33Nnq2Rjj53IncM5GzfnYT/9+F3o20slY/gbgvZvl7g8OrgK+etz+Nmih18hVhwXR63bERnIN0Ba9gc0QHW8d1d04cDxw8RPWguPIy4Cf3K9/TomNbUttGVBqkPYjk2iiUESAEhsVCoVC0XkJBoDdXwJrXwfWzQUKNpovL4r+MYuuk4U6GzPz+GW4yJx2JDDRYks0cKtn46G1wMGV8svXlgKbFzBB6+1r7bn0qDDti+dvxgedI+jf2Y4jdbUEg7xQKEtad+DlS1i/R0NCwNK/AN88Kf++9Deh7jQRdsXGUIh3QLsSoxqps9GkSB6fDFz1NjDxYaArcQx541mR4Yx79c+X7DD+LM7ZqCnicj0bjZyNRHSPNWh0UZs6Gy3Gx/Ld5q/T8dUbF10HG3V11TsUG0MhPkbVqEerSGx0Gt8qK/TTGFS70PXp35pB+sP54gTurOZjscag8FR50PjzRQ6lztL7hxv3m/dRKnZFS2z0ePgxMTED6H08G4vvWg9MeCA6MbKAuGfZjLksslXoOvcwcfSGT42FNSu470QwrtFrcFfFRjdiVI2cjUYxqhLOxvjk2DvuuOsRrbOxM8So2nE2RiFGdfP79pxLq2bzIqgduBjVgwLh30afZ6u0j7YWG0XXnx1VbASAMTOB6z/hrx8AoMdIYPJ/Wf8/mihQV+Zs4pbCHQ6Y1DOUs1ERZWL8Ll2hUCgUiigQ8APfPQ2s+B9QsV//Wu4JwBn3AcMEM8ZFhTXuhtJJjOo+/WNhjCoVmNpRM/rWEBvdilHd85WDdb4EuvQBDq2xtx4VHABBLz/BDXcsORuDQWDXUmDlbBbV4q9nbpqRU4Ex1/DFbi2hIACHxfwfPwdKJGNSl/wZGD3NuMinhR6/MsURu2JjoBHc3+2Gs40WrET7lxmc2EgEH188cMrNrJhcsI7FI8clsFjK1Gx27Hz5z5bljWbTAryzUSv00Fn+fiNnY4wXKLnIP80YFY2ejXRfNXM2JmfpC0BWzsZIei85ISlD74h36mysLgRqilsee7xA9xEGn0mO41CAHRPUwSaD7KSjSMVGKtoUb9U/Fo15KV31IkltKZDV33iWe4WJ2Mj1HmvlCNW2xDBG1SVnnZGLr3QnsO4NoGgb8ONi/TJXzQPybPTXigSRkz4ukfXRHHYR8PLklteSMoEbP2+JP3eKlQALtH6MaihkPhbSZI80o56NBs/Lio2xhlnSQqz1X44G9Dfx17PrZa+XHzedCGdWMaqb3rX3fjXFwJ7lwKAJ9rcF0PcGBth1cHWx/jk7Ey8sxcY2Ptd4mt3EZr1IOxp9T+LdjdNeAYZf3DIGJqSwSN2qQy3LlO0GcslkLkXrcGCF8WvK2aiIMsrZqFAoFIrOhb8BeHMG8NkfeKERYHEyb04Hlj/KvyYSG6mbxF9vL+I0FOLFRqkY1XbkZmuN2XNuxaiKileW61QDa1+zv55ImOYcbyKxkQrPbdQnpKYUeOlC4NXLgK0L2e9cX8FEwC8eAv4zmomQRvji+D4vsqyaJb9ssAlY8bzcsnQ/kumDZFds5KKWPe4UTqLpbNTi9TL3zNCJwMCzWwSTboP1y5XvMS6+UGejaYxqIxsn21uBkooM2n2L7gNu/P40RrXRRGzsMVL/2InYGE3ccjbSWNFug/lzdhhfHJBIjmWnM/Jlz0dbF0V27qJuKHpdQAvAAO/WDgv/Rufp6kJjx4sbDp32itG471rPRrJeVSHwxnTgyTHAl48AW9+HbtJKfArQw0BIjwZUTNL2LKNjc0Zu5EIjICc2RnOsos7GoN/6+KU9y0XHJCAZo2ow8cGNyUpuY3Y90hl6Nop+k/AkI26ShoO/n94T0usjJ5M8I7lXS0jhxfiS7WQZOzGqFhP92trZCAgE9Q7sbATYtYLu2t0DDD6Xn2xBx3oVpdp2GPVrBICmGvdSoRQKAUpsVCgUCkXn4uPfAjs+sV5uyZ+BTe/pn5OJUQXsuRurC/UuF2+cuD9ce+7Z2J6cjTKxmdw6XZ3dTIWC/D7FiRAx6mxsqAZeuQTY963xMoFGYOEvgdUvGy9z7E+dfb5d195XjwHv3wkUbzdfjotgc+JstIhWE7na3HCJcT2S7IqNRNCxWyRP6w4kaNYJBYxFrFoi4iRrxEZOeAuxfbzdx6hqnY1UpHHD2Uhd9pp9mRYU7IqN0XQLieBEBYk+qCIKSMxyr9Hmy6e40LcRkL8GWPYP4Pmzzd2DZlj1fBQJG9pjDbAWGxHSuxS0uNF7rL3C9Ww0cDa6JTauewPYtsh4+aZaNvGn0UG6hhNEAknYfc4lBEhM2pGBfieBBn4f5MRGG9GNVoii7s3GiIBf76wGgHQDB6PRsawVOI3EGjdi2N2GS1poaIml7gwxqr443n0Yvr7nJmk4GDd99D6AfKdOxLhIJz1l5Oofc2KjmzGqMXCu6WxiI22NkNmX/50Cfn5C7Ad3AR/9n3lrBYX7BAPAgVXmy6goVUUUUWKjQqFQKDoPlYeB1XPkl1/2iL5nEzcbN55dVNObOs65ZEI56dfYpQ9/oQ7EhsCkpamezdiWmRVHL2YjLazHpwAnXKd/zl/PbnIiZfC5AGwKP0MFkbuy0H3FTx5LORvbYF/49r9AwQa5ZT/6DR+bGWbs9a1TaAoF2bH/3BnAloXGy7VGjConKLtUKKSFftm+cWFokdZukdzj4fu1iKJUA018Lx+ds1GwPwQa21+MKhXkdGIjPc5d2Ac4Z6NJz8Yex+gfVx02P29xvZeiLDZSIceJ4xzgx6ieo8yXp84h056wJthxKxZvBV6d6szh6ERs5JyNpez/ZpFaRmKoG0Xz9gp18Rx1NrolNhrEtJqx/3s2Ua41EDnLw5MoqODpVsxnXBJ/LUzHtmhPjKC9Xc0mF9UUQec+9SWKe54B7DpCdE5rrzGq3HWNJp1AdC/VETFqs+HGJA0qZFIBt88J9t8z18E6WmjbBCou2TkWrVJFlLOx9aHX890G6R9XFwGzzgd2L9M/31gNfP8M8N8TgS//5bwXtsIeRVv01+5xyUBXco+molQVUUSJjQqFQqHoPKx91Z4wU7QJ2K/JuzeK/qE3RTJFw4CfiR4f/Vr/fHKW+EI8FsTGUAjYsRh4/afA33sDjw4BHsoFnjsTWDWH7zcIsKITLZJd/a55fGZSF6D/GcCoaazp/JRnWB/N0+8BLn4CuGcLcNHj4ERBN9yNXfOBwefJL5/VHxg4Acge4uzzqMuNFvzbsmdjYy1zJT4/AfhrT+AvOcATY4DP/wH88KL8+zTVAmtfF7+WmQdMftKd7ZXBXw/Muw7YL4iWCTTxx7ijGFUHzkY3iNjZ6EKRPJtEqYrERuoE8RK3iNcHeIig7m/gJxPEeoHSLEbVjZ5N3OfR85BJjGpGL97hRie+aGl1Z2OEMapH9gPL/gn8uET/fE8DZ2NtGfDhfUDhJv3zH9wJzLoA2P2lvc+327u5eKu5A9wIS7HRoGejljorZyOASgOxkduPO5HYaCQGuhXj6VSkXP2y89hhO4R7lmkJCx7cdYxL7kKPx7iXZRguncDh92gE17fR5HxPUz3SexqnGHg8QKogSlVGbIzFGFWRcBq+9ukMMaoAf21n6Gx08PfT6x+adkMnZFox6Bx2PxMJNJWHXv/ZilFVzsaYo5SIx9rWCQ3VwCuXAgdXmrxBCFj6F+CbJ6KyeQqwc/CGeey69dnT9a9lD+aPUeVsVESRGM8fUigUCoXCRQ6ttb/O4bVA3sns30bRPwmp+j4GVoXGw+uAt34mjq47tAaYczFw+WwgTVNItOrPEW38jcCCW4ENb/OvHV7HirIr/gdc9bb+YraaFFuSugD9xwF3rQU2L2C9Dsv3MHGh+3BgzDXAoAlidyclIU0/a6+xhu+p44Tz/84cAlaikTcOuOjfrIfdmJ/Zc82G0RblgkE5IYoKMaEo9Gws3MxE5QrST7RsJ7DsIfvvt3UhMO528WvHXsmK/K11AxpoZDe817yvf56bJOCREwJtOxvJ+ODWDG1ObLQZNcuJjQb9ocygM51FsUnU5ZrSlS/A+hL07j+REBzzMaqksBYW7EKh6LhbRS6KUIh9t6ICfHoP/Xnro18DZ/4K6H86/3u0ds9GekzJuLoAVvhfeDeweb54XFw5m7k3tM7JqkLgpUl8IS3Mvm+AOZPZJJQBPwGGX8ziw8xwEmX5w4vAyTfbi1S2EhtFkexUbJRyNh4QP+9G77H2imjcD4WiF6MqS1MNsOUD4PirnK1vB1+CflwO/7uJjDduOu8S0vUTVuj3zbmwXYxRBfhrTLMYVZHYaEZaDlBJjjUpZ2MMuLwoHg9z7AUEvRo7Q4wqIBAb3XQ20oQT8p12GwgcO53FL1u+Vxxw5q+tl7OCTiKlomqHExsF/cU7MvR6Xju58LungcKNcu+z5M/AqCvE1ycK51QXsfv2Q6vFrxesF7tRFYoooZyNCoVCoeg8OLkROLjKOvqH3hSZFRoLNgCzJ5n3yNqznBU/tUWMtu7ZuPCXYqFRS+FG4JWpehcMLbakNRdb4hKB0dOAny0A7loH3LkauPI1YMh5ckIjYB5TGAnZg5gQZea+TEgDpr0CDBzPHueeAOSNs/9ZWtFBJA5Fq2dj2LX44vnAI4PZfy9dBKybCxRvY4I3FRojoabE/PVKg55g0WL3Mv7GWRShKlP4ty02RsvZSAqOtKBlhRtFcnojW7qTX6aOiI3UYQfwM/0DDYIY1Vh3Nhr0bAw0QhetB7jkbKRFdY2oScXGJQ+yiCUtu5cBcy5iUcP02OCcjS67hShOnI11R9h5c9O7xhMwtixgY1t4Xw+FgLlXGQuNRwmxXs+f/Bb4z2jgzauMBTiAF1tkKN3B4mztEJfAjz9ahM5GGqMagbOxU8eoCvbRxhpwx3Zri42AdQ9Wt+CcPQYxqm71bAQEzkZy3op6jCqNzzWZlEYn26UZ9GsMBlk6iGhyzvLHgb3NvbENxUYXv183MZoA1VljVMN/P73WdzJuWsWoAmwy5MAJFu8TB0x5tmVSbSRYiUeuxqjGwLnGyNndUaHX8+G2CQE/m8glS9DvLMlBYUxjDau/GAmNYajbWDkbFVFEiY0KhUKh6Dw4mUW3fi7w+Eg2U1w2RtWo0BgKAe/dzM+8FlGyDVj8YMvjtoxRPbiKORBlKN4CrNREbHIzuw2KLU4wKua7Qa9jgdt/YC4WLYnpwIQHgDvXAsM0vRo9HuDyWUBWvr3P8ZuIjd54wCdwb0W6LxxYCTxxHPD+HcD+71hfoZoiJnK/dyPwv58AtRbioF1ExcZgANi1DPj+f8DWD9z9PBn2fqN/TAUZ2QKeXbGR9uuLVWejE/caJzZKOhspoiIOF6Ma424IoxhV7nfxuFM488Xz30lYQKfnnL1fG79PwQbWd0dbWGp1Z6ODfnUf/UZuZv3htcAn97N/714GHBBEKpsRCjKn9gvnAGW7xMs46b8IyPVApoiiFwE2foncyVTcP+psNCk6GfVsdMOh014Rjft0DI1PkZ88RYlEbHT6mXZp7RhVQCA2kmOGc3G7PFbZilElx5Soh2rAD7xzA0sHEV3DHvwBeOlCYNVLbIwXXS/EQv86EUbR7p0mRpX8LuHzMf37nZz/rWJUw58/Yy4w8R+CsdkDDJ0EXP8JMPoK+58vwuoe21VnYwzs89ykuA7sbAwG+OudcIxqwTqgyuaE0a0furNdCsaK54HCDdbLUZTYqIgiSmxUKBQKRedh1DRn61UXAHNn8jGs4Zs9TvSqZU6t759jguEXDwM/Lgb2fCUfMwIwoTNcyOBuLFtRbLTTny+8fLDZWUIvZNMsYqTsQL93J4VaMxLTePFw7A3AGffqI27DZPQCbvgMGHmZOOIxrQf/92tdbtRZZyR2cfFJNvaFw+uBly8xv8Gw229MBq3rMxhkAuMTxwMvTwY++pX9/oJuQP9OrkgpWSCNFWcjLSbZLXxQQceRs3Gg/nF1Ie9K45yNWfz70L/FL3A2xnqMKp3FH2xifwf9/eOS7EVnmsH1D24eE+2KX7WlbGIMfZ8wbkcTUui+Z+VsrCoANs6Tf/91c4GaUlbAd0rVYeZwFBV5qdgii+hYsMIoSjW9l3i/EjkbQyFnMapu9B5rr3A9Gyv44yQSwdBJjHWYnKHO17UDFYnC5/Foxqha9myM8sQIWzGqxKksmmz32QPMjW1GKAh88EvWg1a0T7n5/bqJ6DwOdKIYVToRtfm84Eb8NDfp0MBV54sHTrkF6JKrf376G8D014E+Y+1/thGuio0Wk/1iYWKL0fjXEanYrz/fxyUDGc37FJ1AKIPZuKmwRzAArJzlbF0Vo6qIIjF+l65QKBQKhYv0Gwf0GOVs9hdCwLZF+qeMnI1fPQYcXA2ESBHSbuGpqRbY/jHraSfqzxHux+UmlYeZKFp/hBU+888Edi619x5H9rIZkNmDouxsJN+nUzeJGWHXRxirHllpOczhWHmY9Q2rPMj2k17HAUMvYI4hbbSW1uXGiVAGM3fpvhAKyu8LC3/prgNUlhNvYP8PBpiIseEt9957zLXA+jftO/lo0b21xEaZvpxOiMTZ6FavscR0JnJoi6xlO4Hex7c8lnI20oiwhvYXveZLYAVB7WSAxhp3ItSMSEjVx/o11jL3mZMZ9wdWMFd77gnRjyakcEKOhdi44W17ky4CDcDGd5iLMxKKNrOJREPO1z/v5FyUe4J4EosVqdni50UuKoA/3urK2PdrNl7QPnJhOrWzkcaoVvD7aSRCl1OhMiUbGHqh9XJuYOTsoWK7m5MT6NjDxajS85iLY1UoxDsZN78PDDxb3OvWarJdVSHrdS734cAXD7H9oqZY/1Ksio303BYwcjbG+LncKVzPxubjwo34aSo2WkV4VpN9pvsI+59phdE5J4ytGFWTfdqXAHhjwDPTmWJUS0j8ZreBLb+Bk/NctNMxOhMl21ndxQnK2aiIIkpsVCgUCkXnweMBpj4HzLqAzUK3C+0DFb7RoBGRRrFstAgiQ7hoL3LxhIKAx6W4rJIfgaV/BrYs1Iuk3njj/ldmhAWX1nQ2RkNEo70GjQq7lIxebDYxhfZgNHU2Gtxsi/aFYEAcuarl4Cr2X2tz/Ewguzlu58t/uSs09j0FmPwfYMCZwLzr5dfzJfK9bGSdpRR601xVABRvB3KGiJenhdioxajaEJiaavnj3Gmxu9sgvdhY8qNebJRxNnJFyia+kEN7FsUaHg/bN7TiX0NV9MRmQOCkqHXWPzDM+reZCMa5haLcs9FujGrZbvufUb7HneLg6pd5sdGJO/zEXzj7/DSDGFVRv0ZA4Gws5eMe41P1+01dOROu6bVOZ3Y2cpNMKt2ZsBHpuqfe2nr9zIyK7VwkeTSdjeQ7j1aMatlu4K2fAQXryfM/sl63vccA0+YAmXktr3GT7cgxufZVY0eaiAM/ANmC6wpRb+9YoNPHqNLr/ebzghuTNLi0G5P9qKmOj1I3Om9EQnIW2xdpq4AwbjkbYyFCFRBMiuvAMaq0JYK2ZUKv0WyCmEzcfZj8M9zZLoV5lLcVytmoiCIxMCVEoVAoFIpWpMcxwHWLgMz+kb9X+EZDVpRw9BnNN6FCgcmlKNUDK4HnzwY2L+DdmMEm/jkZwlFTVsWWSKCzZKMiNpLZwCmSYqMR1K2oczZSEcqO2CixL2xpg76Iwy4CJj3G/t1YA3z7X/feO70XcNnz7N/DJ1vPqtYy8jIg1QVn4+pXgJcu0j/XVAs8dSKLq9X2vTv6Ou1nFQPORlqwjUt27jagUaqlZEY0dTbSHnKAOJ6K7uPtoUAp6tvIHecuOxvp50Xi+A472qLpFhJBnY1WMaoeB7e0Hg/Qpa/99SjF2/jnGm2KjflnAqMc9s0yjFE1ONdScT/QCJQTsTarH9+brlLQt5HGxsVKEbg1ELlv3RQb45LsR0WPvBw47W7nn2kXkQMdcD5xRwb6vdPrvmjEqB7ZD8yayAuNWg6tZhMZKzW9y6yufw+stL8tRr35YhFDsbGTx6i6MUmDTrYS7RdhqKCQkB4dN6zHwyZaGmHH4Wy2fa01mcIKbrJFRxYbyXV8eAIpwH7X42bYe7+xN0S+TQpGJNcZNUUtbW8UCpdRYqNCoVAoOh89RwLn/z3y9zGKUXWT3DHs/9ESG2tKgNenOXN6GtF1QEuvQ+psdFNsFBXW3abWobPRCFqM1Tob6Wxgo5ttkZtVZl+gwqlb9Dudf87jBaY8C0x7paWQsuk9ezNfAWPnbv8zgBs+bXER+OKBi5+QEx0ycoEJD/DP2xUbv3gYeP92oMYghmbXF8AL5wBFW/TP09/ZrQK9UX8k3XONTOyjxT43i+TdBusf0yIF7dUijFEVFHE4N0Q7CGgRua85gcbFoh/9vKbayMbF8O8Q7T5oFOoasxo3nPSoyxkGjHbYx1mLyPlvx0066Bzgyted789GYqNR/yxfPJBIvt+izfrHad2BLn30z4n6NrrRe6y9QkWvUJAXlyIZRz0efv3jrhYvm5oDTPgjMPX51o0XNOoTHNUYVQtnYzQinxferY+/N6LyALDoV+zfwQAr5GqhyR52o98B8TEWqzGqhj0bO3mMqhuTNOzEqNJrfydx3bJk5Bq/Zmc8NBUbY0Rc71QxqibORgA47S4gVdItO+ZnQPdh7myXgl3/Ok2NCvpV/0xF1FBio0KhUCg6J8VbrJexIjy7kkaLuUX3EUDfk9m/vT4ApB+MG2Ljytl8X8JIGXt9S8GLFt9cjVGlRadoOBtpz8ZInY3kBtrM2WgYo+rlRTUZ92m8iwW/MIkZLDqMEgqyaEFt4fOwiSvAiBOuBc75E3NsjJgCjLsDuPkr4NqF+rgyABhyHnDFHPO/s9tg4JoPxLOv7bgxdiwGvpCYsFBXBrw5Q1+E4HpzujR+0AJMePZ8MABsms8cmH/tDvwzH/hrD+DVy4FtHzf3ayRiTkRiIylC0PglemMrcjZyMaqN7S9GFRC7rzmx2cVZ+nRfaqyJbFzsOarlfbS0hbMxFDJeftTl9kTbhHTgmClsPRorapeuA/jn6Pc1421g9JUtImp8KjDkAuCqeey1SI43u85GgBf4i7bqH6f14MVGkbPRjd5j7RVfHC+60+8okt9VtP6As/SP4xLZOe/uzcAZ97R+H7O2iFGl3zk9dzntvWxE6U7gx8/kl9/6IXBkH5vIp52I4I3nj7s0Bz3Mk7vwz7WXGFXDno0ddJIC1zbBQGx08vfTySlmMarU2SgrCjnBLGHEziQls+M2Vs4z3PgnmODXUaCTBumkwozewMx3rce0Yy4FLnzU3W3r7Pji2b2yU1TfRkWUaAdTglsIBoNYuHAhFi5ciC1btqDSRQydAAAgAElEQVS8vByZmZno3bs3xo4diylTpmDIEHF/nF27dmH27Nn4+uuvUVxcjC5dumDUqFGYOXMmxo0bJ/XZ8+bNw7vvvotdu3ahqakJubm5OPfcc3H99dcjPd36ZiLSbVAoFAqFi9CZ/E44GqMaBREHAH7yf2x2exhvnP6GMhCh2BgKAateiuw9KJn9gbzT2HsHGvn+bOkOiitGRLtnY6Og31mkMapmzkY78Zoen76QZRahFKbfqcCK56yXs8P4+43dhJUH9cU1O72JwvgSgNNtxMKNmAz0GweseQX44UWgYn/Laxm9gVu+MY6sslOk/OYJ+W0q28UKkMdMYY85B2u0ejbWs96pb14F7Fmufy0UYAXUHz8Dhk4Cxlyjf91NsbFoK3BgFXNpezx8jKrQ2SjohcPFqLYDsVHkvqYFKlcL8QKx0em46I0HjruK/ZsKllF3NhKxMdjE9mej7yo5i01y+e4pqbff0f9KdGmIR/eMJODyWcBrVziPQKPxYcEA71jqdyqbDAGwyCo3RSFDsdGk6JvSVR+dKnI20t+4QhSj6kLvsfZMUhf98UW/o0iPEyq609jNnqNbzittAR2DwyIKdy3j0jVyfSVwaI3+uS0fAn1OZDHE8Sl8b7pIf4ON79hcIcRSHAb8RP90ek/99TwAHDMVWPeG/FsnpLEi/77v9M+3+xjVdnAud4JRz0Z6rnEintHJVmb3g5zDNprORgNHPWBvkpLZdVGsnGc6i7OxsYafSEPbJQBsctrNXwM/PA9881/9/XNGLnD+34Dhl7T+pJjOwCk3A+vn8pH4IpKz9JM+qwuBHiOit22KTku7ERsLCwtx1113Yc0a/QVmcXExiouLsW7dOiQnJwvFxsWLF+O+++5DXV2dbr2lS5di6dKluPnmm3H33caFrIaGBtx000349ttvdc/v2LEDO3bswIIFCzB79mz069fP8D0i3QaFQqFQuEyhG2Jj841GNJyN5/4ZGHGJ/jkqNkbqbKwta+nJ5RZH9gAvjGeuTNqDKj418pn+WqLds5FGqCakRV7UseNsNIsKcrIvDJ3EZp1Kz2L0ADBxE535a+Dkm8WOF4AVXsPOKMA8XskI6q6RITWbCZQjLwP+rfn8mtJmh7ABsmLjkX3A7mX2tmnNKy1FYepsdMuVwBX2GoE3ZgB7vzJfb9uH/D7h9DgN+IGtC8lzDcALZ7N94fS7+QkIwp6Ngr+lPRYoRe5rOga4GQlGi/qRxKiOvY6JTkDrx6jGJbLzq7Yo21BlXoA8508ssWDnUtO3XhI4HjetPwOhjUtx/jE9cM+5YzFo5nvAe7cAFfvsbWdmHjD8Yv1z1CEN6B2nbhfajK4/RMdVGOrmLNmuf5zWgy+IayduhHGj91h7JjEDgOb8F21n40EiNmY7iA92E8651jxG02PAjWvkvd8Ac6/mkzjqy4EP7gK++Adw+Ww+1jjSsUrbg1GWvd8Bm9/XP+fxsPFfe906aAJrOSBTIAaAY6eLv8totnKIBEOxsZM4G2VjVJ2IZzRG1eweoJrEqEbT2WgmNtqZdGC2T8eMs1EwKa4jQnvPp+YAyZniZdNy2CRUXwKw9C8tzw+9gLkaFdEhOQuY+R7w6mVA2U7j5UZeBtQdAXYuaXmOOp8VCpdoF9MKysvLce2112LNmjVIT0/Hvffei4ULF+L777/H0qVL8eSTT+L8889HQgJ/obJz586jIl9ubi6efvppfPvtt1iwYAEmTpwIAHj22Wcxf/58w8//05/+dFRovOqqq/Dxxx/jq6++wiOPPILMzEwcPHgQt9xyCxobxScYN7ZBoVAoFC7ib+Cj/WSgN8TR6NnY73QWrXbaXfxrdm4uZXDiNJOlaDOw5EH9c266GoHo92yscblfI2CzZ6PJfuVkX4hLAMb/znq5MBMfYv3EKD1HA9d+CJz9O1ZAoyJpGFp4HXU5uChgMzw+YORU+eUpGX3033egQVwwDyMbo0rjhGTQrsN9ThSdjVZCYxhaxKaOGhkCTcBbM4HFfxS/XrABmHc93z9I1tlICzntIUZVqmeji2KjaEyk42K4n64Zg88Hzvtby2Oup2eUxUZAHKVqRlwCMH0ucPo9wh7HR0Kp+I//UtzUdDf8iEMgGMKiDQW49KmvsRIjgDvXsN6JI6+QmxiR2AX46Wv8vtpIju+4JPNJDk4JhYDvnwNmXSB+ffYFwIZ54teoEEmdmGk92PipRTSpRDkb9Y/p+SXS44SKjQUb9I9zxIlOrYZRsd3tGNWDq4FXpppH/lcdZg5l3fYlRC6AOxE2ti/iz6lH9rHJTzs/b3nO6wMufU7uHJA9hF1ziQTsWOlhR+EmDTWPM9zEoY4qNpJryPC1shuTNOixZ3Y/xzkb20BsjE+1N9GmXfZs7KhiI+3XOFi8nBauf7jBfaLCPbrmAzd9CZz/EP9a/zOB6W8Cl73Ip16oGFVFlGgXYuNDDz2EXbt2ITs7G++88w5uvPFGDB48GJmZmcjNzcV5552HJ554AjfddBO37mOPPYa6ujqkpKRgzpw5mDBhArp27Yphw4bh3//+N846i/U+ePTRR9HQwOdsb9myBe+99x4AYMaMGXjggQeQn5+PnJwcTJ48Gc8++yy8Xi927tyJN998U7j9kW6DQqFQKFymZLtenElItS6SJWUCvY7VP3c0RtUlsTEzD7juQ2DwueLXuR4dEYqNyV3t37TFR1A8c7NfIxD9no20sBVphCogcDY6jFGlxWuZGFUAOOEaYPzvLRbyABMfBk65hfVJpBx/NdD/9JbHIicPwBens/oDwybJbSfAnL1ms6St8HqBriTqx0wodLvXkxG0sO+Ws5Ebw0xcqVY4ceR8+gdg2yLr5ajzJDmLX0bU66k9xqjK9Gx0MwKPul6aanlXYu/jWcGhx0jxe3QbxES3cAE0FBI4G110qBtBo1QbKqzXiUsAzvkjd9w/0TQFJzc8hcf9V8BPgn2qGvy4Yc5KFNX42fh0+QvA3ZuA8/7Kzvsi+pwE3PAJ0Gs0/xqN3o6W6+jLR4CPfs1/Xpi6MuCdG4DVL/OvWfWpTOsOdCGCqyhGtbM7G+k+WnlY/9jJpA2z9Wkxu62djUY9y9yMUQ2FgIW/5MdNEW5HqAJA7zGRv0eYujLg9WnAHs0koLyTmSPFrNdZ3qlsgldylnifcjOK2024PtKN+v+HaQ/ncicYxai6MUlDNOHQqK8x17MxijGq6QbX7HYnXphdF8eKs9HI2R0JNaXAwVXsP9pyoC0o2ACsmqN/ThShSjFy9SqiS2Iau8+nzHyPuUs9Hn6ygRIbFVEi5sXGrVu3YsGCBQCA3/3ud6ZRpZSioiIsWcIswtOmTUPfvn11r3s8Htxzzz3cslreeOMNhEIhxMfH44477uBeP/7443H22WcDgFBsdGMbFAqFQuEyNEK157GscJh/lnj5oZOAny/hb5zdjlG1ulFx29kYl2A/1mTAGc4/L91tsTHKPRtbxdloEqNqS2y0sS+c9Stg5nyh+wc9RgLXfcT6PwD6vg5Ht5OIi0Y3kaLi9KTHmKhuRdcBwIWPWC9nRTbpH1jigthIBUwZtOtwv3OUnI2RYFdsrC4GVr7o4HMyxIVGUS+cdhmjKnAacjG6UYxRbRTEqCakMpfxzV8BP18KnHGf/vWKg/rxxC8QemPR2RgmFOImOrwdPAsNMBbCKuqa8PK3e1ue8HiAcXcA92wBxlyrXzjvVODnnwHdh4vfjDobozFpYf8PwOd/s14OABbeA5SRmEaRm1hLWg8+wrryIF/MdiMOsD1D91HqLoq4Z6PFONzmzkbJGNVIxLADK4HD65yt68Y4NWKyeEKMUwKNwPxb9RPE+o0D7lrPXI4DxrMJHznDgVHTgGsXsWuycIGYHnOA/NjY2tDJB0edjZ0lRpXcG/rr2RjKTThzMG6Krn+MJh3SNIm2cDbaPQ96vcbXRjHjbDToWeuEvd+y/ur/Ggw8fzb775FBwFs/A/aviGw7nXBoLfDiecCzp/NtI7Z/DOxYbL4+FYuV2Nh60CSSuGT9ZHU6sUXFqCqiRMyLjfPmsfiXnJyco5Gjsixbtgyh5pui888/X7jMsGHDjgqYn3/+Off6smVscD3ppJPQtav4xiz83jt37sS+ffpeH25sg0KhUChcpmiT/nGPY5jb45r3gYv/o3+t13HA9NeZaGEU/RPJrG0tZj2WAPfFRgA46Ub5ZT1eIPck55/V7sRGGvcYS85Gui9IOhvD9Bwt3n+OmQL0O7Xlcf0Rfhm6nbLORoBF6V7/CZA71njb8s8ErvvYHXG3GxEbzZyNsjGqWf3YNtphzMyWf9NCk1vOJ4/HvWK/3SLtutedRUgZFXFp8dHfwBfy20WMKnU21ggKjVF0NjZWG/db9HiAPiew/jpaB5+/Dtj/vf49tHjjW8dZwDkbJQvq9RW6bQ6GPCgIWTj5ALz5wz4EgkRMS0gBhtL7T4soaNlxJBK+f1Z+2WATsHKW/jkZsTG9N3R/a2M1+2610GM+VhwnrQWNUaW43bNRiy8RyJSfhB0VjGJUuZ6NEVwj0x7AdnDD2RifzHoNu8mRvcCOz8jnJAHHXgn8bD5wxyrgtu+Ay54H+p/Gxuq6I8Bb1wCf/YF/v/duZKKEaHJYW0LPbWFHX6eJUaWTC2ubr7vJecbJuCmaLGgUpco5G6MoNqZ1Zy0QKE6ORaN7oFg5z7gVo/r1E8DsiWysC2nu5UIBYPMCJvp9Z+OcHyl7vmYx7NrrQC01xcDrVwDr5hq/h5GrVxF9aMoTvZ9TzkZFKxHzYuPy5csBAKeeeiq8mpzvpiZrm/rmzcy5EhcXh5EjDaKCAIwezSJwtmzZonu+rKwMBQUFumVEHHtsS6xe+DPd2gaFQqFQRAHqbOwxouXf2WSmuFaQMYr+ccvZOOxC89ejITbmjgHOtorVbOa8vwGeCKIZzWKinEALcW73bKxtY2ejWYxQpPuCUQP5OiIuiopX9HuW7dkYJqM3cNav9c/FpwAn/gK4cRlwzQfu9fekvUXMerXaiVE9lU+7MCSrPzDsopbH3O/sotjkVhHGbpHcqfPESGwUxai2S2cjuclvqBKIzS5G4HE9ogQxqnS/9vp48XzXFy3/puu3hqsRcO5sJH3zipCJJggKs4SS6kYUVtbzL3DbYRHnyo0jLouNTXWsAGmH9aQoaBaj6o1n4nNcAl+UomM61380RorArQUVxCkRi40m7589ODq9QO0gmhTib+SvRyIR3Ol1mB3cEBsBYNydwNjr3XmvMHaO4foK4KVJwOb55u83exJ/DdeWiPpIA50oRlXQs1HkfnMjRhUwTsfhejZGMUbV6xNPLHUyFhqNGzHjbBQkcNhl3VzxBAIdIeDj3wCb3rP//napLQPmXm0tDoaCwIJbgaKt4tdFrl5F62AVJ05rMXRitULhEjEtNlZXV2PvXhZpM3DgQFRWVuLhhx/GWWedhVGjRmHkyJGYOnUqXnrpJTQ28jNJdu9mkTHdu3dHQoLxjKk+fVhMzN69exEMtvSR2bVr19F/0/hTLb179z4qhIY/061tUCgUCkUUKCJiY/djWv5NL5C1hUNDZ6MLxUSPDzjhWvNlIonONOPMXwEX/FN88wow5+bFTwCn3sr3JLLDylnAto+dr0+hRXOrno0lP7L+Vd89A6x/27ofRg3p2eiG2GjmbOR6uUUpRhUASo3ERiIuigpXnLPRSGw8ZNxD5vB6/eNhk4BJ/wJ6Hyde3imcs9Hg7wbsiY1DzgPO+o315ydnsf532mIaJzbFothos9eY0141Rg4rmRhVo/EqlhDFqLoRoSb9eQYxqpSB4/WPd2mSVui46lYB3wq6D9JoKCMqDugeHpJwNYZpCgjuwew6LDlno8sxqtWFxg4Ws3W0fcLMUhTSurMIOwDIsOjb2NljVNvS2UgnxrUFop5lXA9RT2RjXCTjjVsTIzweFgE/5Rn9/UIkUAHIjI/+DyjcaL1c0Sbg4/9zvk1uw8XsGvVs7KjORoG7i/7t3riW8dYOHo/cpEN/Az9BJprORgBI78U/58TdHPPORgNntywBP7DkQfnlF/8JiHadeO1rrLesDEE/8P0z4tdErl5F68A5G8l1BBejqpyNiugQ02JjYWHh0QjShoYGXHrppZg1axYKCgoQCoXQ1NSETZs24aGHHsLVV1+Nigr9ifTIEVYgy8oyz9nv1o3dhDY2NqK2tmUgDK8PwDBCFQDi4+ORkZHBrePGNigUCoXCZerK+dn52t5Loti7MAFaWJMQG2Vv6s7+Pd8jiUJjA90SGwHg5JtYtKaIKc+0NByvikBsPLIXeOOn7sXBmP1WWvb/AMyZDPz3BOD9O1gx5t2fA48NB+bfBlQViNejM+rdiFF1q2cjjSkK2YxRNYoT5cRGmZ6NBtct/npjQbeAOOGM9r1IoT0bK/bzPdXC2I0/HH8/i11OM4gH7n8GcMNnLKZZ9zk2HKx2cS1G1WaRnIoSshiJHjIxqu2hQMm5r6sFPRtd/P1pQa+phh8XRb/tgJ/oHx9aA7x+JfDt0/yY31pio9MYVU5slBu3fV4PctIFxw8VlKwcllzPRpedjY5Edo9+goqZs1HrZuxCxUa9a5S7JqI92jo6VpMyoik25gyN7L3dQFRsp+e3hFQmjAgIBEM4eKQOu4qrUVlvIKD3O8359rnZL9XjAY6bAdzyNfCLz4Fjp0f2frKO9qpCYMPb8u+7YR5bJxYwdDa2w3O5EzixUeBsjOSaTUZspK6l+JTopxOI+jZ2yBhVAzFdlh2fGCfAiCjfA+xcau8z7LL6FXvLr3+Lv6YFxPu+onWgE/M4sZHUpWpLnU8YVShMiOkpwVVVLQfK888/j6amJlxzzTWYOXMmevTogX379uGpp57CokWLsG7dOtx///146qmnjq5TV8cGtcRE8xNSUlJL4a+mpgZpaWm69WXeI/w6FQoj3Qa7BAIBbNu2zdG6CoVC0RlILlqNPM3jptRe2LX3MABWUPXVFkMrTwQbqrCjeVzNr6+B9pZ4z/5DaKxcj8ztb8NIUtx/4h/QbeMLSCkRxwyG4EHJqBtRlnMhYDF+9/cHoD2b7N2zC/XVLt00BgMYXLhZOAupcPdGHIkbBgDIK9qFiEvjH/8G++uTUdvrlIjexttQAW1IZqixGtu3btUVttL2f45e3/weXpETxF8PrH0VTds/w/4Jz6IpTV9YzSvdr/tbD5TXoybCc2xqYSm0knJtVRn2N79n7/JiaG8JDpdWoNLg8/r7g/p9Yfcu1FfKO+R67V0LUZm0tuzg0e0BgLwjBdzvXVVWiEOaZTIP7oFR6Ome9V+joStfFM3ft0p3LO33Z6E2StcvAxOzENfQIpruWb0EDVm8KyS/5oj++D5cgoYGi21KOxWY9C5yv7wPaYe/Ofp0+ZBpKDrhPqA0CJTq3yO/tkL3OXsPFaHe6nMkyQ95dO9dnzkISUdM+lQ2E0jIgK+xRUQ5WFKJahu/R1KXk9EPBjOcTShv8KBI8DndjlRCKxGVlRQivqZcf3wUlRgeH7FCavER/fF+pBiNwVRoOiSiuLwSZS79HSmFZdBmsdRVlsHf5CHjSiX3vSUXrUZfjw8e7aSF7R8B2z9C0BuvOy/UBX3Y1wrfe7fqJv0+cHgPiiU+N3v3OmiltIOSzsZxeSnYv5t3Pnsbq/TnmYZKbN+6hfUwFtBl/y5opx9UNgRx2M3vKxjgxjQr6jMHYu+OlnHAV1eOQQbLViMFB5u3NyeQCu10gNLd61GS0fK39K06Aq2UeqCgBDVxsX1Mukl6eS0EZfWj7DxQCL+kSUREWmkVjKZxHGpKQ1Ubj3/djlTpj9HiAhzZthEDNM/5PQnYSbbzSJ0fH2ytwKJtlSirY2OOB8CJfVIweXgXjM1NgSd8HecZiAHJOYivsx/1VlEfREFUvqNUJPaahP7r3nD8DkVJA1AusW1ZW99AdztO5mATipY+jfJhMxxvm1tklVXo7o2OlBahcNs25NVU6q4r9x8qRG2o440bCRWFyNc8bqqrxP4dW3THR8Djw48O99FB8EE77XDnjq3wp+jPC4mlm9Ff87gxIRO7ozxudA8kg9osjtQHUGjzc/P8HuH9ZlllrdS1QLTJLC3X3ftUlJfYGm9y1iyERfdkjtI1H6AkaJy4FxGhEIaU7rDqSq2nqRa71n2FpnT9NvH7fhV2xcBv1hlI37tDd11S3YSj13QAgFAIg32J8Gomi+1c/x38KVF2PCvajEAgAJ+v9WP3Y9rZqI0TbWpqwvTp03H//fejb9++SEhIwKBBg/D444/j9NNPBwAsXrwYGzZsaKvNVSgUCkU7IPGIvpjYkKkvuYWIy8Tjr2e9CQB4yA2/r64Y/T+age5rnxB+VghAXF0J9k94FgfOfBTVvcYhEJ+KkMeHpuTuKBtyJXZPegtlI28wnPmtez/iZvO46GxMqN4Pb0DcUyGupsX5F+eg4COi2+Y5Eb9HME7vGPGEAvBoLp4TKnaj1zd/EAuNGuJrC5G77B5uZp+vXn/T7k8yTymQIURmwmov9j0kXjHkMxEPaYxqyN6+kFC1X/i8j7iHfLT3A/jt9Jr04oir5WfYexurkFBzSPdcfVb0XBqN6Xm6x/FV+4TLef36CWNBWceZNw6NXQbongrEGztSPMQNFHQxejDk1TsEio+9DbU5xxoszajuNQ5NKXq5OGAz+rG+2wjUdTPuTW5EIFEcQ0j/Dk+wiRt/Q+0gRpXuQ15/Hf/7uzhLn56/vP5aeIljN0gcuymHv0ffz2/XC43a9yDfe9DtWFADgvH6iTTeJouY7Gbia/RjzkFJZ+MlwzOFz3PnGYS471SLl8Rhh3wuOlcBwOvDrl4W/Z0J+/tM1j0OJBjHf/qTWsRZ+htk7PkY6Xs/PXqu9BAnR6ij9l4zgH4//OuRHStm6zdk5Bu+1lqESNqGJ9jEXQ8ESZrDjpJ63DR/P15dW35UaATY9fKKA7X4/WeH8cQ3xQgEmyPYvXEoOfY2R9tHj103acgchECCzbjxZoK+RFTkT5JaNr7GhvMpvE61/XWiQYg4Fr3N4wV3Lu+g4wa9hvf4G7gxM6LrP6/1PWFcvX62QyDJrrxlD4+/Hr5a/j4xqWQTEipM2hgICBrcAwVjxAlLr0Hpfm0FvVaI1jryGLS9cLAev++rno2thZdEmQfjyHWEx6O7zgMAXz1pG6NQuEBM36WnpLRcIHq9Xtx2m/hC884778RXX30FAFi6dClGjRoFAEhOZjd3DQ2CRswa6utbBr/U1JaDMby+zHuEX9dusxvbYBefz4ehQ2MgVkWhUChijVAIOLgKKFymezptwEn6cTPgB95peehBCEMH5DVHQekvqPuu+odp3xUPgF7fP4heefnA2T9n/zUTD6Br83/SfJEKaNK683J7AwNcGvNNJut089Wg29Ch7Ltx6YI0pWgVhnbz8TGXdvEl6KJrhvTPbemtuOBJICgXa5NYuRtDg9uBEVNbnmzSC2/9h58AZEY4ozSlAtC0Q0vyhlr2v2/1hYPeeQMAo3P60lRAkx7fr08u0E9yXwiFgHkHhC8lBuv0x8N7fIE/LcGrX+ag8XVLn3Twf8Pu5frHXfpi8OiTrLbaOVtHARpncW5Crfh7JfvKgCHH8DGCRhzoAWxteZidmYZso9+OCMP5g4cDXV0qHC/L0O0XffsNBM5cCmx6l0UI0xv+i59A2vEzgSfH6J7OGzQC6G1zbOk2B5h1HovkkSS77xDx91TaG9C09cxKTwGC+qJc7z55xsdHrJBWA2hSr5I8TUhK0RfKevTOQw+3/o6MBmBxy8NEjx+JcfrzVm7/wcCg5s+rrwTmP2Arkjs1q3vr3GtUDwTWtjzMTPQgU+Zzl+tbWsjEqN581kBcftYw4wUSM3QxroP7djc+FxTox8MuOb3QxeXv648rpuDe0LvI8FgXHg+FuuKDpItwD90G8jeFycwdgsxBA4HPHgA2zdK9Fl9bgN7f/J5FR095CojXz1vu228gkB/jx6SbpFQAy4xfHjzieGf92MKkVuuuF47i8SL/hHPaPk6wRO/rzMpIRVau3h2RkJp5dLzYX1aLP8z9CkfqzWPfF22vRN+e2fjthc3H5NChQLoP+OwPxit5vCwOWhMzmNWjD7KiOVYNOBPYulC7EZAp2HtPuxODR58s9xm77cf3Z3XNju7fLUuNfqJXRmoiMoYOBRbrj4m8/gOBvjGwvW5TpZ/AEhdsRH5f/TETn5ji/HwanwRoEikG9O8HdBuoX6Zmhe5hcna/6J2/S3cCr10LlO3iXkqq+BH5i2YAEx4AzrhH7v1W5wCCRODsHr2Nr69bkzqyf6cksf1blgMDAXv6K7IyM6N7bHcdYNxmQ0RcEgaMPo2Pixfs+6pG3UqU6K9BM3J68/tlVh9AM+m3f7dkYIj6fToqa9eutV4oCsS0s1Hb57BXr17IyckRLjdixIijttCdO1tG7MxMNsiVl5vHzJSVsRk/8fHxOrEwvL52GRF+vx+VlZXcOm5sg0KhUChcYPsnwHNnAC9MAA7ob7yw9xt9fxNfHN+HIdyDifZjMBEadXx4r7ingV1k+nM4pWC98WtHmp1g1YVHXZ4AmNCXF0E/ncKNztcNQ/uAhHsVNFSz3jV2WPVSy7+b6lh/NS2pLvRspH0stLNUuZ6BJo4YWsAM2ujZWF3IermJqCtnYiQABINAfQW/DF3XxOUj7EdSQITtaPVrDNONCNqiG+lQiO9tZ6ffE9e7xWSGMxX8ZHs3yUB7gvob2Jg2ehrfew4Aeo1m+xLd1616kYnIHgRc9zHQw4bD0bBnI+311Ng++zyJ+srSnk3R7NnYWCvYrzXbtH6uuC+r6WdE2IdOFpd6Nk6bcCrSE8XzaxPjvPj1xKH4zUSLIgs9HkTjYhg6Plr1frVJfVMAb2wN4Kame1ATMhebSkPpuKHxV3hzneA3TjZw6qfmAPNvBr57CleZ3awAACAASURBVEBQvEx1AfDaNL4nb1uLX62N2TiZkBaZ0AgY92zM6h8b3zXXW7eRH28057f/Lv0R5bVy7p/nl+/CwSOa66PT7gSu/wQYPhmgQX9Z+cDPlwBdidAS7f6ytJ9kNh/PznH8TOAn98t/Ro7JJAgjujtYJxqIrkcA/l6qgzobhdf73PnfxZ6NoutOep+aJq6nRkx1EfDyJUKhsYUQsORB4Ltn5d7TsGejfMuIqCLqWWuH4RfZ/8wVzwGzJwEHVtlfV4bjrrK3/MjLxX2pRft+yKlzUmEL2rNRdB6kfRurY6TPr6JDEdNiY48ePY66/LKzjQt88f/P3nmHR1Xlb/ydmUx6T+i9iHSQIigodVXsioioiK6uImtZ22/dXXfddV1XXRtWVEAERFHBAooiHaX33ksSCOl9kqn398fJkLnnnNvvJJNwP8/jI5m5d+7NZObec877fd+v03le1KusrFss6dSJVInn5+fD45G++OfkkElpx44dYQ+ZFHTu3JnZhsfZs2fPR74Gj2nWOVhYWFhYGGTrLGDB7azAESRrIzBzbJ2gBnAWbGvvLXobaLuKgAPf6ts3FHpio0VgUkLq/QGA0trIzYpc8ePJrYH7fgDu/RGI5UfQyWKGWMpbzAeIoKQ1bib0PagqFD/nTDBHFKKFhVAR2kudr6zYaEB4LpIppfW7687DXQZulT59nvTPoZTxxEZK2G4VbrHxIvHPRUfZbbzVYH5XTWIj9d2kF5SCCAL7fpmwcCIIAvLKa1AdoOJ1QyM76UVgAKiojUimJ6dSi9xKNOsGTP0VuOd7oN8kIKW9/PbxEoIHbxGHvv7aG8ECZQx9fapkr0tOExfO6M+sV4XYqJUTa4h7KNwLR/RnkP6M8vB7mfvUVZcNxKa/jkFmolgYibLbsOkvYzBtZNe6/nBS0EK9nPDpoYovtFxHVFBQ4YbHH8DGQC+M9/wLK/2XICCIz98rOLDEPxQ3ef6Ng0IH5Fe44fFRwmG8RC/L4uPA3q+UT0TwAxXiOOxGUQBgJrwCjiB6r6FqXiMzQhwIUdTf2+/hjGPIQnRZtRff7VYf7xkQgM83U5Hn7YcCE+cB170mfjyjK9BmAKdoJsyFER2Hi3/mjS2CtL0UuG02cOM72kToXrdoE02jE4FetypvVx/Qn4/zYmMjLBzSA28MTxeqGIlRddDzAM4ctZKKNE0IU1+2ta8CZfz2DAwrnmcLVXhEuthIC8VaxcbWlwBtBmk/7ulfgU/GAUeWa99XiQH3qC82tNmBIQ/xn+P97awo1frBreI+mChunWGJjRbhIOJVrV69egEgYp0UHo/nvHMwMbFuMNazZ08AxHm4f/9+yf337CGLXj169BA9np6ejpYtW4q24bF7d100V/CYZp2DhYWFhYUBsjYRV6ESZVnAF3cSJxfAERtrF2u1TiRCOfSD/n2DMAKTTvGTRhCAXBlnY+U5skhQTi0sJrUmvSY7DmMXXdSQ0lb7PjS8xXxAnxAbuo+LEhvNcDUCrLDgM0ts1PD7KkXkBJ1O1aX852kno5zYyHM20p+1hnA20kIJ/TvZndqq7dUuOvjcYERNAyJ2WbUXM9Yex5X/W40hL63EhtNiYUkIitmBgITYmEvcKPQigJFFWpsN6DwCuGUGcMd8+W2lnI2895O+3tELbZEI714SBrH5PLSLzutihbHQcyqTLqaUpOIsMO8Wcm8NSDjfzIDu51mjwtlYfhai75czAYhLQ0JMFCMo+gICEiQcjwy0y1LuXMLsbHTY636PQ0J73O99Bld63sIz3gfxgncynvRMxeXud/Co9zHkCGRh2WYT7wcAiJf47h3n5XZKIFB//0hZBK4v6M9FKGa46qSuw81UOOjqA1ok8nvYe2nt9WZnVglqvNquF78dL+Q/QRcQBQsMGEdHmPvLxqaI3wP6+5DaAbjnO+DRHcADvwC9x6vqzy4+RjIw+AHl7YIMvl/+c1mfqHY2NlGx0eFki6JqqHE1LchqgX5tVc7GMIiN7gpg9xfqt/fVADvnKW8nde+MBFc3wHd2a+X6N/XdK/xu4KspQMlp7fvKkZAJTPhE3Xfy2teki0UdTnaeKjdXtDAPjxpnIy02qkzqsrDQQMSLjaNHjwYA5OXlITc3l7vNnj17zjsLQ8W6ESNGnJ9Y/vzzz9x9Dx06hFOnTgEARo0axTw/YsQIAMDmzZslo1CDr92lSxe0by+u4DbjHCwsLCwsdPLbdKhueH5uL3B8Jfk3zx0SCBhz4mmNquNhp1xLZsWoVpwTi2s2O1mkDaUsh+NsbFX3774TtR0zrSOp9DaKlAtVba+9UELFzyqq75xZYiPjbKzm/5u3bShGnI3FCk1Cgp9VelEkCO3c0RKj6q0BCg6JHwu3szG9E/lMB6kpY52rRiJUAf6iKw/GbWvTvdB2LL8S105fj5eXHUJ2MXldD9WO/YuNR+H1B2qPy7kWVpxj3SD2KPNEgxZ9gHiZ746U4MF7Pxujs5GZ5AvsvcBMgYb3uaW/x6HnZKPuKVrYNotEooULPTGqtHia0vb84n5FDbsQy3uMi5YYVcbZaK7Y2CI5FukJ4u9HjtAMX/lHYrZ/HBYHrkQBxEkD3ZonccRGCWejnDtLCSML540RZ7z0d8ioq87nBvYt5j8nBCIjko53nZaIUa10ax+vVtZI7JPUSvxzcGwq5+I2m/yDJBVFrgixIpfcT+k+eloZ/RzQbZzydt2uAUbL9LWsb5jPh4TYSI9nmxK0YGbm/V9N0SEtIiSEIUY1axMrcChx9BflbSLd2Wg0RhUg85/J38qPk6XwuoAtH2nfT4muY4EpS6RjoVPaAxM+JYUNcjDFb5bYWC+ocjZaMaoW4SfixcabbroJCQkJCAQCePvtt5nnA4EApk+fDgCw2+24+uqrzz/XvHlzjBkzBgCwcOFCnDnDVte/9dZbzLah3HHHHbDZbPB6vXj33XeZ53fv3o2VK1ee35bGjHOwsLCwsNBBxTngyE/a9gn27OMJWEZdhGZUWIerZyMdoZrZjYiBoZRlc5yNIQs+F18LpCpEJoYyZKrxfkYAp2dj7SA7qSXQeaS21+oXIpjSzkY9E0EetLMx4K1bIGDiFWXERhv13glanI0qxUYpgVxLjGr5WbH7Kf+A+Fzj0oFkHcKwFqJiiMMgFNrdaVhsVLnoQPdudcZrdzoAKKx0455Zm8U9rQC4IT6PfVkFeP77/ezkM0hFLivixCTpOicudjvQRaaQTqpvHFMx7mavd43BDWF3sEUDVVSsmZkLZ3aHcixb6Ge7RS9jx9vwtj53pBoYgU+N2EjFuKW2AwB4/QGuq6pcSsyg0RKjyvTeNddd5bDbMGGQtlSASZe2Yx+UEhuNYCQSsDFis0lHqdKpC1oozwU+HgMseZT//IZ3gO/+qD/a3yy4zkZ6HEM+/2nx2q/XkvsktRT/7Coi9wgmRjVMYqO7kvQsVerb7vcAn9/Jjp214nACE+cDI//CTwOISwdGPEu2iaT+h5LOxgskRhVgx/x08Y+R351prcFzNlLjjXA4G6VSUIzu09icjXrTj9oNBm6Yrm/fnfPDcx9oPxS47nXxY3FpwJ1fAo/vAnrdrPwa9PffEhvrB6YthuVstGgYIl5sTE9Px6OPkoH24sWL8dxzz+Hw4cMoKyvDnj17MG3aNGzZsgUAMGnSJFGfRQB48sknERcXB5fLhXvuuQerV69GcXExDh8+jCeeeAKrV5OomKeeegoxMeyNq2fPnrjlllsAAPPnz8eLL76IU6dOobCwEEuWLMGDDz6IQCCALl26cMVGM87BwsLCwkIHBYfYSCMl8g+Q/9MTHI/LWIQqAHS8wtj+AOvkMatnI91Dr2Wf84u05ynN5vdsDOKIAibMUbew2m0cMPgPuk6VQSryFgCGPKzhdRKB/nfX/UxP0M2qBua5FYMTsPrq2Vh8gnot6nOlJkY11FUh52z0e4hwKwhAznZgPTV5bdXXPGFLDiZKlXLvMAKBRjcSvcguNfk3qV/fx+tP4GwZ2//ELYgXP2LgxYLNWTiZK1G1WnGOEz1ncp+rLqP5j9scgEPi92diVL2c6LVG4oagr1H098rMno2AgpPOJr6uDJxi7FhCoK5Ix2xoZ6OvWnlRjRYba93qFRKiompnIxOjKrNQyhQumOtsBIApl3VEosoI2BbJMRg/kCNO8kQLo8J3pCwC1ydSkZVq+17RuCtJTHGeTB9tANj1GfDj0/qOYRbMYruXEyNMrjcDO6QhJU6bEDa6h4QwEpvMFppVnGOLasLlbNyzkLRfUIO7DNjysfFjOqKAkc8CTx4kY+3Rz5H/Jswhj436S2QJjYBMz8YLJEYVYMfx9P3fyDWTngfw7o+MszEMYqOe2F41zm+pOVCkFLXwrn96KTysb7+a0rre62ZTSo2n2g4Gul3NpixJQf/95OaKFuZBF93w5nRWz0aLeqBRzNLvu+8+nD17FnPnzsVXX32Fr75im9aPGzcOzz77LPN4ly5d8Nprr+Hpp59GTk4Opk6dymwzdepU3HyzdHXG888/j9zcXGzcuBHz5s3DvHnijPE2bdrggw8+QHQ0f6BkxjlYWFhYWGhEV8++2gVJeoHCU8WZRNigOqI1Khbof6f286EJV4wqT2yk3SqlWfLORgBoMxC4dynwzUNA4RH2ODYHMOg+4Or/micU8P5WQbpdDVz6oHLMjM1O+sslhDg96JjNBJNcIHY7maCGLrb4asikjF6ACYfYGAiwYmPL3sDZnXU/KzkbIdSdM6BcrXrge2DnXCB3N/tc0XEg/xDQvLuq09cNXc296j9kcjVgCnnObGdjcFGNhnY2ykXlSlDj9ePLrdnc5+gY1WiQ69ay7ccwjbdDRS6nCtZksbFGIl5L8APT+wDjXmWrpBmnqLtxxqgCpKpY5JSm7hs6PgOyOBOkv7vRiWJx/6Krgea9gHzpvvKKnFhDFr3NJhhRGeqErimXvxbzYlQhLSpKiZAMWlyWRgsXVNA6NQ4z7h6IB+Zule2DlxbvxKwpg5EUy/mu8CKME1vUutF1Lpo2ZdFACklno87r6NaZQMFBddtunwMM+j3Qqp++YxmF50CnxwO1Ynus04EJA9ti5q8nVb10dJQdtw/iOHKDJLUUJxRUnKu/GFWtBRY75pJrpNpFejmcsUCvW4y/Tn3AczYKAkdsbCT3cj3Q1/+wOhup+5nfC1QXix8zqyVEKO0uJeMYpk2ADHKJF0EkY1QjRWw0IUY1CG9+pBaz1gJomOItmesxD/qzT/eGtwgPTIwq5z5I3yuLTwLLniXRuJkXsdtbWOgg4p2NQf72t79h9uzZGDt2LJo1awan04n09HSMHDkS7777Lt566y1JsW/s2LFYvHgxJkyYgDZt2iA6OhqZmZkYPXo0PvnkEzzxxBOyx46NjcXs2bPxwgsv4JJLLkFycjLi4uLQtWtXTJs2Dd999x06dOgg+xpGz8HCwsLCQiN0bKKWfWgngreKnURExapfJL7yaeneZFpQU8WqlZoy4Mx28WMt+7KTijIFZ2OQNgOAaZuByd8A/e8irqZu44BRfwOe2EdiWczs60QPokP7hthsRMi44inp/RNbApMWAj1uED8erhhVgN+3kSfYaerZqFJcLz8jnvA5YoAWvcXbKPVsBMR9yehzp8/tx2ekJ9Jl2cCs37GfQbMI+IGf/kJcIKFUngNWvQi80RPY8C6nElSj2Mg48aRiVI07Gw/mlqPExf/u0zGqMbVi4+Esft9zVOSFV2zc8jHw0/9JP1+ZB3w1hURBhUJXrvs8jTNGFVBe8DZ74Uzus0tfLx1RwKTPSQ8evdCfH7Ow2Th9G2V6JQIcsZHcx4w7GzXEqDI9G82NUQ0y/KJMfD31csRH8wWMoZ3S8c20YejdhiOGeaqA3D3s434P6dekl0hZBK5PpByMeoSuQADYNlvbPltnaj+OWdBjOb+H/fyHpF38cVRXdMhQJ77/dVx3pjepCF7fRrpvXDi+e4EAkLdP2z6uQnb8fCHAJD64a8eqVMFNY7mX66E+nY30GIkumnRESxdHGCEuDegzXv329ihgwD3K20nGqEZKz0aViSZq0Cs2OqLZWGmzoJ2NdOKREvT8Ro+zURBIAdS5fUDJKXFbDgs+cnO6gJ+IinOpNQ8IwOYPgHcHAT/91bzkLIsLmkbhbAwybNgwDBs2TNe+nTt3xosvvqj72Ha7HRMnTsTEiROVNw7TOVhYWFhYaCCzK9BmEHBmm/p9+k0i/+dFc9JOpagYYMInwMLJrFARymWPAFeYFHVlZs/G0xuBTe8DB5cCoAbv0Qn8GNVyFWIjUNunbbR0fKKZyMWoAmTBut1Q/r5x6UQA5VVVVxWJfzazGtgZK14099WwFZ+OGPmelozLVeXEoJjq15jeif3dFJ2NqJ00ZoT8O4S0TlRMqcLk0F0OLLgDeHS7vjgmKQQBWPIYK2SFEvACy/8G9LpV/LjmGFWVvVvoym8drrZKt/T33kOLjbbaxQ/6exGkqgBwUZXvZomNeQeAZTJCYyhL/gS0vwzI6EJ+5r2fTJ+nRuKGUBId5BzMuo4n89nlLb6ndQAeWAGs/Bew50vtrjapvptmEJMkvg65K8jC077FpHDCHkVcXd2vJ9dVCWdjuYSoWF6ttmcj7WyUET2ZGEnznY1BOmTEo9rLv/bfPrgdOmZy/t75h4AFE0haAU1FLlBZQO4vehabmrJoIIWZzsaiY0DpaW37HFul/ThmoSFGFQDSEqLx2QND8Ps5W3Ekjz9uttuA/7umO+4d1kn+2DyxkXF0mOzSB4jTWmuLBsB4K4bGCC2k+Wr470NTvm4wzkbq3mEkElSpAJXuKZrQPHxtC0b8GTi8jPRPVeKKp9UJZBHvbKSvfxKJJkpUlxAhTQ+9blE3hqwuIfP9shzyuWnZG+j6O/mUIToq2qizUUvPRr8X2P0FsPVjsRCb2oG4+Qf93tz5YlOCKboJmYP88KSyM3/Te+Raff0bpp+axYVFoxIbLSwsLCwsNHHZNODr36vbNrEF0LtWcFATo+qIJmLawxuAzTOAnZ+FCEg2oNs1wJCH1EXFqEWvm41m7f+A1TLFL3OuJ71hQsnfzy4iJYapmlILdC8CerEJAE6t5+/rdbHvaZBw9WwE2KpcbzU7eVaaPOqN1A2NHQOA9C6sWKDUsxEQC4z0BDLzIrYnohJV+aQP0qUm9fIEgKPL5YXGUPYvFv9sNEZV0tlIico6nI2pcdILc25BfB7BGNXMGC/ALSoWWAHarAXaLR+qX5QNeImj5+r/kJ8Zx4ybfU+lvruRhtJnyeyFM7m+uVLnktQCuPl94kB/d5C2CvRuV2s7Py3EUELOz88Bp38TR6sCpHDk8kelxUYJUVFKhGSgBSW5GNV6cjYCwN4zZaL2uaFkFXP+hmU5wNwb5fvzCD5iPKIjbGnSO4sjuR3R9dN/N9KQFBt1OBvlRGwz9zELXty1RIxqkLZp8Vjy6HC8v/oYpq8Uj0ecDhuWPX4lujZX8d7RYkVpFlsoEY4YVYeTzBe09LiyR7E9si4EGLHRwxkb2cyJl41UwulsZGJUqc9/JTWPSTRxHkOT2p4k2nw2Qf67MXQaO7+UIuKdjSbFqJ5T6M8rx5CH5J+vKQdWPA/s+pwtdkxqDQx/gsy7ePduxtmoMQGD6dmoUmx0VwBf3AmcXMc5p9Pk99kxF5i8GEjrqO2cGhslp4EjPxGXcnQC0HE4aVkjN9aSKro5uU59BPi2WUCf24AOl+s6bQsLoBHFqFpYWFhYWGim163AwHuVt4uKAyZ8Wjcwpic4Hk6MarCiMa0DcM1/gWeOAo9sBx7eCPz5JHDnF+YKjQBbgajH2bh1lrzQCJAFo1XUNrTLLaGZuXGoelFyNgJkcZqHr0Z6UZ2JUTWpZyPATsB8NZx4TSWxUednoYjq15jRWVpslItRFYmN1HsYdKdpZcen+vaTYvOH+vfVLDaqjFGlJ/s6XG09WiWhZTJ/sYVxNtaKjQNaynxX6f6qZoiNfi+wh+2xLsuuBTivnPAcM0yMamNxNiqJjfXpbFRYfE9pAwy8T/2xHDHAJZPVb68VunL91Dq+AFZdTJyZopQBG5DcBoAZPRs1xKjS18Mwio27sqWv0VyxceW/1Yskznig80j2cXsUMGQqMJGKpjbi0GnMSIqNOlwXeiIOwxGLqBbefY+JUWWvRzFRDvRrl8o87vULaJWiUkignY2FVIGTzRE+B1Tf27Vt3+OGsF4HIhY1zsamXqRAC2P0uNrUGFXq3shzNoaTVv3IHHj0c0By27rHbQ6gx43AlKVkvqz2793onI06Y1TpCNXWAwCoeI9+9wIRnqSoLgXmXEsK+Xj9NCvOAsueAX58GkzVUiBA0iNC0eps5BXWKiEIwFf38oXGUIqPA/NulS/8aswUHSeJP9P7kYSYda8SkXXmGODDK4HjEokGPjdbdBCc0235SNs5aN3ewoLCEhstLCwsLJouNhtw3ZvAyL9Ku2AyLwbuXQp0uKzuMZ6AxUyQqYXuqBgS3dqiZ/hi5YzGqHqrgZUvqNtW8MtPCOmFnoZCrmcjQCokz+6S3l8q8iecMaq8CVi4xUZBAE6sJRWSoWR01elsDDlfRmzU2Vy+4DA74dVLdSlwfKX+/Y3GqPpUOht1CE1RDjvuHMKvMKZ7NkbDB7sNuLytzOIMvUhrhtjoKmad0EpUF9eJRcz76ea7yxsDsu+nzXzRVO6zq2bB+4qn1FeLj/2nuddGGj2CTZCkVuffW+mejSbHqAYC7PUwjDGqu2XExpxi6p5SVcQ6uOXwVAB9JpC+x6G0vwwY9wrryo6UBeD6xsyejRldtbtHutZDXL0U3BhVdZ//kir+wvy58hru4wzJ1BiUTlOISQyfiDXofm3O+iFTw3MekQ5TgCCwn4/Gch/XC/35p8fVRn5/O+2so52NlNgYTmdjkIQM4MpnSIuKp44Af9oL/CUHmDgP6HSFtteKeGejyvYJStBz1O7XAncsOF8sxRCdBNz4DjDscfnX/e6P6lyTW2eyxZ6VeeLfxxGt3Z3NxKiqSMw4vgo4tkLd6xcfJ4XRavo4lpwG1r0GfP8YsPQJ0k9ebo7bkOTtB2aOBY4sA9PfFgDO7QHmjycxszR0v0a7k4zNfB7g8E/s9nIc+gHwG2jXY3HBY4mNFhYWFhZNG7sdGPlnoNOV4sc7DAPu+R7442ag7SDxc/SCrNfFTuIaYmGNEZg0VlHuWyzvVqORE36k+jXWN0rOxuzN8lFwPLHRW8OKlvFm9mxU4WxUEqFsVOyUXFzl4WXAu4NJfB4dmbn5I3bCFfxZbiIWdC/wHGeZOsVGPX2QpKgqVN5GDq0uBCb2U62zUd+iye+Hd0K3FuxiNi02xtg8eGT0RUiLklkEKaJjVE3og6I3Fi34ueY6G6nrXVOIUXXGmb8gLidyqBFAEjLIvTHzYpmNbMCY54GhD2s+PU0Y6cmTUueskBIVTY9R5S2mRYqz8cRq7YuhR35ir+fBeyyvj/WFiNRnVE/Rht1OelFpYdD92o9jFnShhM+t2tlbWs3/7uWVqRQb6YI3ugcpHbFvJumdgOteV7ftlc8A7SX6hjd1eNcEejG8sSQU6IUe79NzC0MxqgpzQqYdRJidjaHYbCSePbW9fNqCHFL7RYrYyBv36ymYpJ2NrfoTwfHxPcDt81iR77rXgAH3yL9mwRHg0FL15/DbdLFoV0ZFqCa3IfcnLfDmukpsnaXtGFs+JNH/mz/kC2NVhcDCu4lDcNW/iai6bTZxc77RA1j+nH5HajjwVgMLJpLiSzmEAF9Mpq+vwYLsmlLta0Z+j3yKR33g8wCnfgX2fwMcWc4WgltENJbYaGFhYWFxYUA3Xx/9HNB5BH+hlxGwKpWdjfWB0Z6NUr0L9RApzkalno2nJCJUg/DERjpC1Zmgf7LMg+ds1BqvqbZn4455wOeTpHso5u8HfnxG/Nh5Z2MJu32Q4IIib3E9XWeMalpH84QXowvfmmNUVYqNWkVlCRJjojD//iHo3Ua80O2h2rH3aBaDJ8ZexI8XDuKnRAMznI1x6dqroNM61n3umfi1alaMbiyLlHICXzgWzWRjVFV+rtM6AA+tA27+AGg7uE4Ejs8ABv+BFOlc8WT44++MCN8isVEqRlXl4gt9HlLORsa1ExO2fmTnymqQV1733aX/FOfKa1DjDRkjyF3PpXCVSEfI0mJjU3coSSEZo6rzOjr4D0CzHuq2HTAFaN1f33HMgL5O+72cGFX+Pa7Uxb9HqnY20mNQ+v4Q7tjSgfcCt34MxLJxsACIq+eqF0kf3AsVm429LtBj9KZ+3VBytpvpbKTnAYyzsR7FRjNobDGqgHbhyl0BFIl716JVv9rXjwJ63gh0GSN+nv678tg5T9t5FJ8QtxyhizdSNUaoAvp6Np76Vftxio+TqNGFd4tTZSoLgFlXAQeXgOsQ9LqADe+Q/SLFwbdvMSv0ShHwARvfFz/moa6vwTUSHS07ADScsO+uBFa/BLzZC5hzHYnWXTABeKM7sOgPREy3iHgaSUmwhYWFhYWFAXweEqERSkZX6e2Zno0u6Z6N9YnRGFW64s0IkexsrCkDdi8E9n0NnN0pv7+LUz1Iu+ISTOzXCEg4G53y29Co+Szk7gGWPA7uJEt0fGoCqKVnIxP/Gk/6edqd2qso+9+lbXs5ktuQxciKXH37G41RVSs26nQ2AkDz5Fh8M20YXl9+BDPWEneiWxCfx8UZtf2Q6AmoHGaIjXY76eW3/jX1+wyYUqeY0EIi7/2kF9oiFblF73BM5GVjVDVEOzpjgf53kv8EgVxj6lvgNfJZVOFsVB+jSglKvmqyqEi/H7Sob2aRCsWubLF4eHGLJOSW1aAsxDGWU1KNrs1r/+Z63suYJE6EbK3YSH8nI2UBuL6REsTpiHfVr5cITF4MfDYByNsnvV2/SerddeGCue9xnI0SP4sEhQAAIABJREFU16NSF398kKva2dhS/nm9778W+t4OdL8e2LeIuICrS8l3pvNIoN8dQJyEEHkhERUrvlbQY5EmLzYqjOXN7NlICyZMz8Z6iFE1E8kY1Qi51/DGoH4P63iU49w+iOZoSa1YUThkLAMAKMtRft2CQ+rPIXSfYNQtLXilaIz3Bjhio4oYVdr5q4Ujy4Cf/gxc/yb5+duH2TQf7n4/Ab++AYz4P/3HNosdc7Vtv28RibUPjtPoYo7guC8mCWjRW35MQdOqHzuGrThHhOyzu0jBWXIrErff8Qrzig+rioB5N/EjgP0eYO+XwOEfSdRw5xHmHNMiLFhio4WFhYVF06fklDhKMyZFftJFL8h6qiKjX5gWsdHnIU7GinNkYtZmAHGlmEWkOBvpBaXKPODNPoBbwnkSnShe7OCJjbSz0cwIVYDvbKT/tmaIjZvel4+QlcJbRT7zcgKVlLPRGQ9kbSCL8FrExuhEIk6Zhd1OnAdr/qtvf6PORqmejXSMkMF+bk6HHV2a1Z2rmx7aB48n52ykMUNsBIDBDwBbPlIXwxOXTsTGIEyvJw6Nxdko934aEJslkfvs6nX72MLQW1INRmJUQ3rfVbilnI0qxUZnHLnmhl5na8rZQhTmehg+d9VOKkK1X9tUOB3l2Hum7t6XXeyqExs7DANsdm1x1Z1HsGKa5WwUI+lsNPDZTW4NPLAS2PsVsG1WXdGUPQrodg25tnYeGX5nsRK8ohCVMaolEs7GPLXOxqgYct+QipvT0zNTD9HxwIDJ5D8LFsbZeIHHqNIYKThSilGtpGJUm4Kz0WaPnAh9u50dF6iNKi/NBrbPAfZ8KX68OcfVnkL1biw/o/z6etpShEbAllJioy5nI92zUcW1PS6dnYNrYfsc4IqnyXXm2C/q99vyEemB2dBCdv5Bbdv73WSNq1Vf8rNUjCpAItp/eFL9a4dGtPs8wM9/BbZ/wq437JgLNO8J3PJh3XnoJRAgTlOlXqOeSuCLu4Cp64D0zupeO+8AcfDa7ECzi4EMnSlMFqqJkCu1hYWFhYVFGKEjSjK6yC/S8NxyERmjylko9biA394iPQnofh0tems8oA2SrrjkCBEb6QUlupKXhhbQeDGqdE+ABJPFRp6zUbPYSMeoUhNLdyWJY9ELHTtM45FwNvo9JPJEC/YoYPwsINHkquvBD5DvQWWe8rbRSeKK2nqLUTUuNhVU1i360z0bz59HfTsbAXKNmDgPWHAH654NJToJmPS5WLhRmvDboxp+oV0tEeVsDHO0oNmYFqNqsGejzUbOJVTYqCllxUY6QjJMzsasIhfWHxHf3/u3T0Wl2ycSG0V9G1PbEaHq8I/qDhIVR9xzTCFFDVl4ouOXG3qRrqGQEsSNil3O2DoRy1NF7h0xydpcM+GGVxRC9zOVGMuUSfRsVO1sBIgo29Bio4U89D2OERsj6PMcDpTG8mbGqNJFsQ3Zs9EMeGOZqNjIGvs5oimxUWFMEfADv/yjthiUIwieWAdsnUnmL0EYZ6OKmM20jsrbMPt0kD5Gig6xkSmsVeFsvHic9gjYUIQAEb/UHCuUqgLg6HKgxw36j20GukTikKJi2hkaeh/sNwnYPAMoVBFB2qw7ce4DxDH95T3EOSpF/gHgk2uBe5cai3Y/sZoULKvBUwFseBe4/g3pbQSBuD83vssmXbW/nAjMF1+j/3wtZLF6NlpYWFhYNH3ofnVyEaoAu0Do5YmNEeBspCNzasqAT28A1r7CTjIBbfEZANBuqPRzSREao6oVrthIT9BNFsF4EzCtvfyUhOfSLHYxWAvFJ+WfD54vfd5am8lndAUmfxOewX5CJnDX18rO1IyuQPPu4se0Og7pBWApsZFxNursoxFCYUXdsdzgCANAwzgbAeK++f1P5P8MNqDrWOD+5UB76lpjd5DqUykaS4QqUP9io2zPxka2AC/lGlNDyHtbbjRGlXcuvGudl/qeGXQuhyIIAn7Yk4vxH2zAlf9bjQO54kWl+GgH2qaLrycisREARv9dvdty1F9IDGTQ1RmKu5x1b6txIzdFzO7ZyCM6gdzPIkloBPhFd8x3IEzORkA+SrU+YlQtlKE/s0yMaiO6l+shnDGq9HsXOg8I+FmHWGNzNjqc7L0n0opa1BYaAkT4WPI4ET6kRCXBB/zwFLDpg7rHknXEqPa/U3mbUBJbAF1G1/1sirNRR8/GUJFVL2e2EQebVvTsYzZaRWKbXRxxy8SohtwHo+PJnFjJCZjRlWwX/Ptt+UheaAziqSC9FQM6EpV8HmDv18DiP2jbb89C6fmtIAA/Pg0sup/fUidrA/D5RGDNK9rP10IVlthoYWFhYdH0YZyNSmJjI41RXfwgGWSbQVwaMObv0s9HqrNRKzyxkYlRDXPPRm8N6/zS7Gw0ubm90qQruKCotXo0SGoHYPK3wB+3Ap2u1PcaamjVF3hoLYmPYRb+bcDwJ4AHVrCTI6PORsHPn3CF2dnoEegY1dqFD3oCKoeZi+QAqXK95zvgkW3Ata8RwePa14DHdgB3LwJa9OTvJydeNKYFymi5GFXjYjN7PJlrYiNagPf5A9iWa+C6Nn888Nt0QBBQIeFgrKjxQhAUetoGkepdGArjbDTHSRoICPjrN/vwxwU7sP10CXebJxbuQlGFeKEzmxYbW/QE7lxIouTlGP4kcPlj5N9BV2coNWUcZ2OECWH1Bfe9tDU+F7Ee7A7A5pDfRuIaZ7hnIyAvNja2woqmygXvbFQoODHkbOTPCbOKXHjnh80iQStgi4Jf6bofidDvXzgKtIygRWw88rN6197Pf6ubh9Exqq4iZeGuzUD5gmGaS/9QN64WBHOcjfTfTi7hJEjr/sCQqdqPJTqO3kLbCHDM9p+kbftu14gTNuhiDno+l9YB+MNqYMSficBMExUH3L+iTlwOBIgbUi0lJ4lDlIerGMjdTSJSQ+8DBUeA94cQUZC3JiOHp1K6P+lv04lLWIk1LwG7Fmg7roUqrBhVCwsLC4umTxHVIDxTQWykB8geV2TEqDL9OUIWYs/uJE3O1WJzSPfzS24DTPoCaNGL7UcBkPcnNlX9scKJUecI19lIiY1mx6jSk2VfNSseGu3ZmNKWuL+09E0MpUSns1EtZdkkztheD3VvKW2B698ErnwGeCO0H4oAjHqOfK/oykjNYiNHGPN7ALtCZa8JYlNBRd3iLBOj2tDOxlAyLyL/qcURLb040ajERjlnYxiq9JtAjGpeeQ0e+HQbos+exSK9b5FQG1fm96Kihh/r5PULcPsCiHUqCCYAX3BjXpDTw9YE3lp5FJ9vyZLdJiAAi3aIHQ+MsxEAOl0BTNtIqtV3zqu7B9ocQI/rgUsfAjoOE+8TS0XIuitYZ2OkLQLXF7wY1ZikyIr6CydRMTJFRzbNYmNhpRtefwBOh4qxgVzCRiO51jV5FHs2NnWxMYzORmoe4PN68Ocvd2Pxzhx0QxYeDXnp/EASbn99Habf0R+XtE/Tf8z6xhknThFozM7GLR+qf13BT9pAXPUiuZ/EppLo9iBlZ5TXMsZ/DMy6Gqg4K7/dRVcBw/5U93N1CSVa2ci6gFbonuSh85+i4+T3O7GW/H3j0sh5DLwXuPolMg/f97X2YwLk3LX2PgSAzG76jmcm/e8k6VS88SWPoQ+Lf6avr7xix7hUYNRfyZz4zHbS+iS4huCrJulO8bXXiOzNQOlpbb/D7s9JHG6QU7+R2ODDy+rWnRwxQO9bgd7jgW+nKbfAkYMnLnuqgPUy8ao0a/4L9J3IrsVYGMJyNlpYWFhYNH00Oxvpno2VbBV/pDkbt8/R9lqCn40pbNELuGE68MhW4gizO0hPHJqkVpGzkGa3G6tgd3H6/dACpFIMp1aYCViNdhGKdhPQwnFsMtDzJn3nB6hwNrrE/9eKECATkPokqRX7vQ0uoBsVCewOMFWxvAkQLZ6ZsEBfWFm3uOFhxMbac2iIno1GkXNKNaYYVTk3oVJcsh5kY1QjfwG+vMaLu2duxt4zZaiACWLdqheRWXNK+ngSveMY1MSoMkULxs+/1OXBh2uPK28ItsNydrGL79xMaQP87l/AU0eAP+0FHt0BPJsF3D6XFRoBVmh1l7OR0E1dNJDC4WTvF5FyDa0P5Ao/nPHcsaLXH0Clm+9aFgQgv0KlM0U2RvUC+htEMorOxkZ0L9eDorPRvBjVZXtysHhHFkbYduE/UbOYzSuKz2HSx5sk3fERCT0XirSiFvrzKyU2uoqB46u0vfbeRXX/pvs2lquIUk1tT9oUtOzLf95mJy7CiZ+Jfw/a1ZjUSl9yAf3Z91aT9i/L/gy8M4DEyebtJWJW7i5g3avAW32AX9/Q13MyyNmdbEKREkmtSFuHhiYuDbjtE3XjqZF/YZOB6Our3PzD4SQtLFoPED+evanu36XyRW5cQiN4170GzLkWOLRUvE7hdxNR8rMJxoRGgD8O2P8N4FYp2ALk99T6/bRQxBIbLSwsLCyaNjXlQGWe+LH0LvL7MAuyAhuZFmliY+5u7a8X2jMiKhZ46FdSVRj8/QN+vpDncLKxsg2JkQX0BunZSE2efdUm9GzkuFSHToPqWBj686zUszEYF6jX2QhoE8DMwGZjI3GDLlajIoHNxqlw5nxHvOb3bCwIWZhlnI1+CbExsRHEz8ldYxvTAmW9Oxtljhcpf1sZPlp7AkfzK5GAalxj32LCKwqYIPwi+axUP0cGWmzkxagyRQvGxd1FO87A7ZPo76RAlceP4ioZp4UjiixIZnSRX5Ti/e70omqkOU7qA58H2DGXfS9chcCOeZE1TgoXctdpja7GIOfURqkmycT5N4Jr3QUBfV1gejY28SKFenQ2lpUUYlH0PzEn+lUMchwVPdfSVoLfYh7HVf5f8djnO+H167un1DtMjGqE3WfUjPsBdh1CDZXnSPUFwIqNavo2AiQOs+9E/nOdRgDjXmGFRDP6NQL8no1LH5eP5RT8wKoXgW2sWB5Whk5j06Maiq5jSOsJqXUARzRw3evAyGfZ5+jrq5r7YHsqbjcrRGzU4/QLXpe2zwFW/VthY5VtDKRofQm/B2WOjpZCOVuNnYsFgyU2WlhYWFg0bWhXY1Ir5b5VDifHAVXCblPfyImNdKSZVtI6iiMti08AM4YD+QfYbQsOkapEPQJnODDkbCyqm8wFYWJUze7ZyHE2hqNnY9uBwDUvK59PVCxw8bXix+jKVnqxOSgyaonnpIlrgCgn2qXqkhIbdXym6EUQ2g0NsG4gg2Kj2+dHWYgzyyNIORup30/K3R2dGDkxMk1GbJT5LIWlZ2PjdTa6fX58viULnW1nsSz6WTzpXKS8kwquc2ySfE6qnyMDI7hxqqbD4GzcdorjvtcAN0pVK1xnYwSkPTQkrmJSsf/9o+z91+cGvn8E+ORafnpCU0LOmSXx+S+rlh+vqhYb5XqHR/i17oKBHhddaDGqSoWDhsRG8TjoOscmDLAfk9gYiLe58Xb0u+hbvgYrD+oQvxoCeoxkxAkaDmihTsrZqOfv7Iipc4brFRsB4Nwe/uMVufzHzejXCLCf/aoCYOd8dfvSay6Z3fWdgxp63wZc9kj4Xl8PbQZCUohr0QsY/AD/ObdCz0YecmJjyz7K+9O07E3GQCuVhEYTuPRB/uN6+nbS83MLw1hio4WFhYVF04bu16gUoRqEXqhgxMaGcDbKCEy8uFMtpHWq+3fZGbJIxhMag5RmAXNuAPJktqkvjCwqBbzs4gcdv2J2jCrjbNQRo6rUszHI0KnA+FlAclv+8y37Avf+wE4oBKrqme7X4a1dVNfrbHTEAJ1H6dvXCLRw7CoirlBaGNTTa01NnBLjYDUWCVVUKT4G27PRTX4/2nGVIeHujqToOblrbGOKUZUTG8NRpS93PYxwt8+urFLYqgowP/oltLcXKO+gkmYog9TCTYVaZyNPcKOhv2cmCB7VXoneyioxRWyk+xLWlLPXzEhznIQTvxf4/A7lSvicLcAXd5LouKaKUowqhxIlZ2O5Cc5GpaJCi/pBUWw0di8vrHTjvdXHcPN7v2HE/1Zj3PT1eGHJARwvqOfkDCmUxvJG5pKUEyvNpq7477/Omfhhu7QoGTEUHgXKKUGsLDsy5p1B6L+flMiR0l77XLLNwLp/03MwLWKjVGFwaRZbbBt8PBSznI10Ia9qbMCwR+TnjHRbGFUvawdGPQfc+pG42DoSOLtLWvwqOAIEJJzJTIyqijlduyHin4uPA5W14+9mFwPtL1N+jVAGTAEOLtEeZauV7tdLu3aTWmh/PbnEHwtdRNi3ysLCwsLCwmSKxFEyqsVGOv4stDE70EBiIzUpDxWY+tym7bXohdPQGIqf/ixd8RiKuwxY8pi244YDowKJq4gM3A8uAT69gR2sZ23ix5TqhXE2cmJUNTsbZc6vz23A47uBRGrwfeN7wEPrgLaDlF2GtJgdPF+9YmPvW813jKqBnuxXFfLdmbrERtrZyFlQNdnZWED1tuLGqPJ+v8YgNsr1iGlMzkZnnPRCSDh6NjbiGNUSlxfTor5Da5u5brAaREMqUrpctbORFtxUOBtNiFHNTDQm4uWUGIi6DsJ1NlLFFJHmOAkn+xYD2ZvVbZu1ETjwbXjPpyGRjVHl30eVY1RVfmYTmrH9q4NE+LXugoG+LtDOGwNzqU83nMLlL6/C/34+jF3ZpThd5MLB3HLM/u0kxry+Fn/9Zm/Dx4WGMUZVoIsOVZJqq0K3guW6jxt2AgFg+XPAu4OAirPi5ypygQ8uA5Y+GRlFHGpjVB1RwIB7tL32oPvq/k27C9WKjR4XUHiE/5zXxW8lQouNep2N9PWfTvBRjQB8/zhw+aPAA6uAjleIn07rxBbIqnrZADD04chJcwkla6P0c94qoEyil6KeGNWETCDjIvFjoX0bhz+p/BpBuo4FWvcHTq1Xv48eLplMeltK/e163art9WwOoOdNxs/LQoQlNlpYWFhYRA6CAJxYA6x8AfjxGWD1S8CZHcZek45R1e1sjASxUaZPX8+bgYTm6l8rtb345/RaZ2NZDnDoB/Wvk7PV+N/IKFrcI44YVnQrywEWTAAW3g2cXMfu882DwPxb+T269BAWZ6OCGOqIYvdpO7AuokdJbKQdBOd7NupwzSS2AEY/p30/M0igY1SLOAJBvL4qV1oA41U40++XQWcjLTZ6aLERAKop4cYZz1ZJB4kksVHW2RghvVXUYLNJT/jpwgMzaMQxqskOD25zcK7BBtkeuEjyOdXOxgaKUb22j7Zqa4ddLKpmFZkRo0pdF2rKOM7GJh6HGIrWflJb67n/VH0i93eXuN6UuBRiVMtVRqDZHex47vyxLbExIqDHOLQjXOdcatavJ/H89/vhkelnu2BzFp5YuAsCz71VXygVrun8/X3+AL7fm69rXwAY5tmge9+w89OzwIZ35LfZNotEWDfk3xZQl2gSZMhDQFy6utdt3gvocWPdz3pjVPMPyAtxJafZx+gY1dQO6o5FY+b4VvADy/4MtBnA6VVo4DNQcNjQaYUNObERAPIP8h9nnI0q74PtKXfjoR/qxrjdrgJ+pyIStUUf4NaPyb+NtFhRoseNwE3vyo89WvUF2g2Vfp6m+3VAisS82EI3lthoYWFhYREZHPkZeHcwMPcmYP3rwJaPgLWvAB+PAj4aBZzZru91abExU3rRUQS9SBiJYmNoBaUzFhg/U128YOdRYFwewRjVg0u0Vwju/0bb9mZDLyrxImXtTqDPBOAPK1mhdflzwLEV8sc4sQb4crI5DkdaSOQ5G5UcT2pjVOnjiI4RUlGt6GykY1SDYiP1mt2vl/9upLYHpixhJ871RTzlpqwqZAVAPa5GgNOzkVPh7DXX2VhYKV6U9cKBgEB9t+nK5egEIElCwIgosVGm4r+x9XmSEvkMis1cJD+/tvD0iDSRfvZjSLaZII5RzPePlXxOdc9GPTGqeq8lIYzo1hzt09W/zqAO4mt5WGJUL2Rno8el3tUYJGsje+1vKsg6G/nXmzLK2ZgaLx63qnY2AjL3MktsjAjoBWHaeaMjpSCryIWXfpRYbKdYuicXP+49p/kYphEmZ+Pz3+/H1qwK5Q0laOHQv29Yyd4CbPlQ3ba7FwDHVob3fJRgnI0yYmNSS+Cur4DYVPnXTO8M3LlQ/N2hhZDyM+qEVqkI1SClHLGxlBYbTXI2GqXoKHByLXG0h2KkELhA3XWkXgkExH0TAXGrG0C6zQ19fVU7p6MF5d2fA692Br6cAmRtBoY9BkyczxbdAWTsN+Rh4L4fgfhaMZ2ea5tJlcoWCze+o/xdA8j6xrhXjJ2TBRdLbLSwsLCwaHh2fQ4smMhGngY5u4P0EOS5zuQQBAM9G6mFCqZnYwPE+Mn1bASAziOAyYvlc+f73gHcsQAoOSV+POhsrMzTfl6V+qtrTYFeyC+nYnf6TgSePkLE2JZ92EFw7i51xzmxBjjwne7TPA+9+OCrYeNlNMeoqhAb6QjPUEFTc4yqhLOxw+XAoztI7EpyWwA2Ioy2HkAG/tM2kx4QDQX9t3dxYlT1upGYRQeOO0Pr31kB2tkI2OABJUS7KGdjdKJ0r6tIEhs1xKgWVrqx4kAevt99FhuOFcLtMzH22AzqU2y0O/ivG51Y52SOUBIC5ldDF6f0worAQMnnzXQ2Csy1xLiT1GG34dXb+iLaoTxtb5sWh4dHiCOSTREbaaH1Qu7ZSC/mqUIIb6V/Q6IjRpV2NnZvKb7vqO7ZCEj3K7+AnI0nC6sw69eTeH35YcxYexx7cziu64aCcTbSPRu1Fw59tvk0/AH1bqZPN5zSfAzTUBQbtY8BDpwtx2ebs+Clx3oaSE1VsQjfEGz5SNv2Wz8Oz3moRU37hFDaDgIeXAP0v4uN13fGA5c9AjywkhX4klqJt/e62HUJHuf2yD9PR6Z6qtg0FL3FoeEobju2kiM2lmlLdgpFyiHYkBQcFLfuccQA/SaJt1HrbIxWMafb+zWwhiO2BXwkAn72VcCvbwI9bmDjVgFg+BPAuJfFRWndr1M+rl7odT0pmnUjAmhomyCa+EzgvmXS4wgLQzSiDCILCwsLiyZJ3gHg+0egGIPhqyExl4/tqqucUqLinHhhyB7FutqkoBcJI6Jnowo3W6crgQmfAp9czT7nTABumVEbHRkyILU56noy6OkhFo4oQC0oCSQ9bhB/ZoxU3G2bTfoNGoFeXPBWs25SpUka3adIUBBXBIHTLzDkPMxyNjrjyCR57PPkv0CACByRInKoiVHVu0ipJk6JdrcY7NlXUMkKmm44EYuQBQ/G2ZgoEz0XQWKjihjVo3kVeHvVMfy0Lxdef909JCMhGndc2g5TR3RBUmwE9HeU+kyFQ2wEyP2L/r5HeIQqAH7VtBGa98TPF0+H/xfpgpjyar09G8sRCAhYe7QA8zeexobjRZiJbAwLvTSbVNk/tHMGZt87GNM+245yCXG0R6tkfHzPQMRHi8cJuWXV8PgCiI4yUGPMczbS990LRWyMSSaLvloSIGyOyCrkMBM9PRup71z3lsnYdKJugTuvzA1BEGBTM26QcjZeAGLjkbwK/HvpAaw/Wsg8169tCv5ybQ8M7dwAvbFDUXJ+6SjcXLpHRU/5ELacKkZ+RQ2aJzXAXMXhJOMVqYJAHXPJeZuIG81vwDeS0HW47n3DRiAAHFyqbZ+jy8k8pKFSG5hxv4oI6PROwM3vA8UnxHGZN70nPb90OIngWH6m7rGybOX1ENrZ2KyH2M1HOxtpV2N8hv6xYzjGtzVlxK1mc9TNewU/KSreqBC9y6PgkLnnZ5SyHGD7HPFjbQeRPoihSIqNtLNR4T54Yg2w+EHlNYQV/yTCXDFH6OONhTpeATTrHp73tyqfFLzR41IeLXoBf9wKfHYbcGI1+3xiMyBNZ0ywhSKWs9HCwsLComHZ/IE6VxZABpk756l/bTpCNa2j+oktvUjCRP80gNhIn7tUpCcvFgUgTcVLTwPFJ8WPp7StcxG1HaT9vNoO1r6PmShNhFpRg3S1YjWPU7/W9SvUC8/ZaLhno8J3yO9lJwRRWsRG2tlYLf5/LZ9sycPz3+3D1lPFpE+O3R45QiNAJkuhVBWR70UoegUCpQpnQeA4G41NxukYVQBwg7o28WJUYxJZtxIQWQviMtfYo0Vu3P7hBlwzfT2W7D4rEhoBoKjKg/dWH8eEGRu571G9U589GwFSWEJTz7GC2cUurD9agPVHC3CmVGUsYpuBQIw2wXFXoDPKBep6mdQKGPkX4P7lyBfEDg66p6FqZyP1fRFqynHfnK2475OtWHkoH9VeP+Jt4s/arC158Po1xpJLMPyiTPznlj6ix5x2G8b2aI5ZUwZh6aPD0TYtHmnxTiTG1N0fAgKQVWzQVUf/TWrK2Z60jS3aWC/OWKDzSG37dBnddHtayv3dJVICSilnY9fmiaLvpccfQHGVfF/H81ygMaq7sksx/v0NXKERAHbnlOHumZuxbK82Yc50lAQHHdcNXpGV4j5MCkQ9Ijem1FGkse4IiRH0Cg6FLfkINjsw8F5d+4YVTyU7RlZCCLDpHfWJlhhVBmpupDSXpYs+y87wtzt/Ll5S0B1Kj+vFPwedjQE/cGQ5sOQx8fOxKfrbh9hsbEGlXPKSGmJTyLySLhzteROQ3oW/jxz5ESI2nlgDzLsVeLMX6+5NyASa9xA/VniEnWP6fez3R67oRhCA5X9XFhqDrHie76blfWdtNuCG6cbj9buMAe5axH5ueKKnFI4o6TWV/IPq+59aaMYSGy0sLCwsGg5vDYlv0MLO+crbVBUBv74FfDtV/Hh8pvpm8kqD/gaJUVUpMMkNwvL2k2rKUNJDegF0HkVEWbXEpgC9DDr9jCL3t4pLZyNgDPUSENiYEq3wnI2GezYqTBZ4k4HQ84hJYt2SoSRTsZt+DwI+L07liRe6NufU4NONpzFhxkZc9/av2H82guK8AIkYVUo81h2jSl24fbiTAAAgAElEQVQT6MV42mkGGHc2chbQlGNUa78vvEXaRiI2nirxYsvJEsUotUPnKvDQvO0IaIhcCwtSC98G//6S8D7D9eRsXHEgDxM/3IgrXl2NybO2YPKsLRj28ipMnrUZ648q9FqJTgAuuUv1sXyCHVM9T2CI+z1McP8D93qeweOJr0F4fA8w8lkgJonpydgyWXz9lXIKMlC9X/zVpVh7ROyYjIP4+7jscDn+/u0+lb+NMqcKxaLhDf1bY+aUwRjTo8V5sSar2MW4GG9451f847t9OF6gJwIUfGfjhRqjCgCDH9C2/aV/CM95RAJ6nI1Uz8aMhGi0SBJ/fnLLVEapJvHiz2zm9wuLIMprvHjg022ocMtfu3wBAY8v3IUTer/3ZqAksusQG2N0uLRjnfqEOVOQKx7U8fsH3fg+aqznp/t1S2Ab/ID6lJ/6RK87Ue+Y3QwYsVFlUgIABKht6fYYNPRcVkkkKTwivk9HJ7GFMqVZQOEx4INhwIIJbD/i4hPAB5eTbfRA/01vft+Y4Nh1DPk/XTjqdwP3fAtkKrTpGDBF/HN5jrGej2bw29vA3JuA4xL9Rw98B2yaIRYO/R52LYeJeLfJj/vP7FCO2Q2FLlwNItWPuv3Q2t6jGosq4zOAyd8BTx0mrYEuGgtkUEKy2ijVIHJ9Hhu672sTxhIbLSwsLCwajoqzbM83JYqOkagVKXZ/QSrDVjzPDsSzN5EoBU6vJQZFsbEhYlTpPn0Skxq5QVjefqCEcjaGNh6324FRz6k/pyuebtiJHiBfude6P+usM9q43Kggw+3ZSEecmtyzkRa+omLF74vNJu1udMZzm6z/4+utKCgWVznWhLjqDuSW4/YZG7Enp5TeteHgxqhSEzS98Wv0Yjtd4UwLyja74aIFntjoFqjXpCeIQeEr0sVGGfHCC/ULh9tPl2D9Mb77o96Q7NkYJoGGt9Ae5lhBQRDwyk+H8MDcbdh8knUarD9aiMmztuD9NQqLVuf7vSrzrv9mnEMGqhGLrUJ3rAlcgu8KW2PX2TpRjnYutkkVX1vLa/TFqEbBj1iIv+PxEF/HqxGLL7ZmY/tpFb2VVHDwnHhRrEdL8Tn9uDcXv3tzHeMKq/YGMHfjaVzz1jp8s1NHFTftgnZXAD46DvECEhsvvpb8p4bu1wMXXRXe82lI5MQkyZ6N4u9cSrwTLVLEC5J5avs28u5jjaA/rREWbc9R7dj3+AKY05A9CxWdjdrHQAPaKyRxUKQnRKN9egPOU6TG845oXZ/T5DjynvmocdAhoT1cgsJ1uPd44OqXNB+zXnA4tSflNOuunMwSTtS0T5CCFibtCt+FFNrZmM3fLkguJSS17M0WE5ecBmZfI45WpSk4BHxyDZuKpAb6s5/cGnhoLTDkYTDOTiUyuwGdRpB/03O5qkIioD+0Fhh0P7WjjXzu7/sJuPFttmd9wWFt52Em+xYBv/xdebtN77Gf83zKtUoXQsckyV9fTq1Td45KyLmRu4wiyQ5acBUBG6aLe3PSfRdpoVWJKpk54P7FxCWs1oxgoRpLbLSwsLCwaDrsXgh885D8wOfYCmD+bezCP01Eio0qnY10fGwoefvYCQM9iOs7ARjzvPL5DJkKXP6o8nbhRm4RvVU/9jEjYmOHYcbFVXrxxVfD9g00W2xknJOcBQmpCXtsKpmwUAuHP+86gThqsb2aWuio8vjx8PwdpkUJGiYuDaIJbsAHVFAxY7pjVBXilBhBOd7wgmhhJbuw4YGC2BidSCZVvIWNyvzImXDJLELSi2xKfLZJIlq6vpCMUQ2Xs5Fz/wqzs3HeptP4YI1ytfGrPx2WF7wSm6H4tq9wOtBc9nVm+K7HW77x3OcOnatbdKlwixf02qSJ33PVMaoOJ+NETYK4WCqOilF1gVwP5208pe4YChzKFS8mdW9VVxzw27FCPPr5Tnh80tdar1/Ak1/uxqpDedoOzOlXyTobm2hMKA+bDbhtNhES5ehxIzB+ZpMWvvTEqJZRMapp8dFoRYmN6p2NrdjHnE1b+F64VUFkoFi84wzcPp1RiEZRmivpmEvdNUSbK2/i4HZwOhpw2VNqTKmzQOPKbkRo8VFLuZWIw/We/+Br3xXMPjsDXfDPqMeBW2c2TDKPWhihyOTtzUapyFAOOpFG6e+S0k78c7lEjGplAUl3WvuK+PGWfcj1MnQtwe8GXAqJEwBxhv3wlPJ2NPQY1+siBSLX/JcUXKrF5gDGvVJ3Lw0VooLnFzweHTna82Zyv+5wGfm5WXfx83JCa7hwFRNH43d/VL9PJTVuo/s2ai2cpfs76kXK2QiQ+WT2Fu2veXwVcHBJ3c8ZXcXPa3Y2yoiNJ9YAb/YE3hsCbP5IeX3QQjWW2GhhYWFh0XAktdYeI5fembjvaKpLgKVPqHuNnC3A5hny20RkjKqKno2CIF/xxXM2hsaoBrniSeDuxfzeRG0vBSbMAa55OTIW0eR689D9GgFjYqPW+DQePIGB7pmguWejUowqNRngfe+kxMa4VO45xdk8TGxgNd0vEMCZ0mr8vP+c/PnVF3YH27Mz2LMkiO4YVQWxkRF8jfXrc3l8qKRi1OKjHXAzYiPtMrMBc67jR/Zseg/4eBRQcsrQuZmCzEKcFmcjAOxuaHet1KS/Xp2N4RMb3T4/3lpxVPX2ry8/IhuBu6YwGeM8L+Pv3ntxOFDncqwRnFjsH45b3P/Cy747IVUZ7wt5bVpMbJ0q/t7RMauyxIp7FybbxGJjPHU9DLpMVh4Sx63qodrjx8kicVFK91pnoyAI+PfSA4qxwmRb4IUlB7RFC9PORm8Vez27kJyNALkfTpwPTP6WiI7Be2pUHPl58rfA7XPDV1AQKciNhVU6G1PjnWiRrMPZmHcA+PEZ9vGqQuLWyd6q/BqNDEEQcDRf2yJxpduHc2rFW7MJQ8/GMT1aoF87Nm2DR3pCNO67vKPmY5iK1Hug8/5/99AOANgY1Sj4cUJojVd8d4gerxaicYvn35hTOQT5anuhNhS9bwVa9FHeDiA9+vrfGd7zUYJpn6BFbKSdjVH87YIoxaj6faQH3xs9SLoTPdfftxjI2ca+jlqOr9Qep8qIjbXXIa9Lfa9ARwxw2yyxQ44RG0PEpApqvkm3AaHFyPrs2ygIwIZ3gDd6EkejFmGLnlMyzkbqvqDUt9hoylMQXouQIAWHSbsSPWydWfdvJkZVw+fQWwN4VLS/KTwMLHsGmPU7oEJjQZ4FF4UrmoWFhYWFRRhxxgJ9bgN2zlO/zyWT+Y/v+pwsgKll62zg8sekeyQ4G6mzsaqA9FOSoug4m12fxhEbAdIboesYIjwUHgOEABEmMy/SdNphR24RXY2z0eFU12ej4xWkCb1RHE5SpSk30VJaoDEqNjo5ry8pNtY+7kwAUOeSi4ebcfJUg794smh7Dq7vy+ut1ADEZ4rdfozYqDNukr4mKPVsNLgIXVghnngmxUYhMzEG7nIFZ+OhJfJR0md3ArOuBh74pWH7+shcY72CtimMnNurXpCMUa1PZ2P4YlR/2neOie6UI6ekGuuOFGBU9zr3YqXbh293nsGyfbnYk1MGF2Ixz38V5vmvQjxqEAMPypEAvwqhuW1IVCrdk7F1qk5nI0AcfpV1C1nJImejwDq9a6+HFTU++APC+b6KejicVyEyHWcmxqBZbZ+7badLRG5OJU4VufDrsUJc2a2Z8sYA+TzZ7GQMEISuFL+QnI1BbLbamLBRZBHR7629v0dAEVZ9IScyc8TGGq8f1V7xeEWXszFrMzB/vPQiYtZGUlQzcT7QrenE2AoCENCRPtBgbYuVBDUdhZsOuw0z7xmEu2duxuE86eteWrwTs+8djObJxgq7DCPlbNQpNvZqnYJJl7bH6W3ifsAOkO9VPDUur0Ld778nuwxje5r7frg8Pmw8XoSiSg/ioh0Y2CGNuc+qJioGuOtLYN4tJL5TirROwN2LlAWVcKNUZCgHE6OqMK5NpmNUQ8TGQAD4diqw9yvp/V2FwKc3AM27S2+jxP5vgBGcAg8p6DFuUFyj+yRGxQFDHybrQcE1ivgMoP9dpMg3rYN4eyZGNWRdo5ISG+mobVpsrE9n45qXgbUvm/NaeZTYSN8LldpidLsa+Pkvxs9DTmw8tV7/6576lXxenHGksCCUYg3ORq1i57m9pH/p/b9cWL3Iw4AlNlpYWFhYNCxDHwZ2LVBX4RaTIi02HvhW23HLssiiettB/OcjMkZVRXQmHS2R1olEa5wfiAus0ED3cKBJ66i8TUMSLTGgjk3ln3cc5WwLBIDOo4ATq6WP0elKsmglJU5rxRnHaeZeS1Sc8mKl2kjdIHTMCU/MjJOoFI+VcDbCzVlc538vsksiKJaEFptpsdG0GFVqIUHN30ADBVTPpmZJMUiJc8JdpiA2qulZW3kOWPI4MPkbQ+doCBnxQmuMKu2aqXekFsR4or8Z8Ny5YRIbBUHAj3tzlTek2H665LzY+MOeXDy7eI+k8OdCLFxQ9141S4rB8IvqFqIqqqkYVUZs9EIQBNjUCEQ8Z2PtIn4sPLDbxCv6wRjVOKfDkNAIAIdyqX6NIRGq649qrxzXJDbabGThKvTaQRctXWjORhqb7cIUXDXGqJZR38eYKDtinQ5tzkZXMfDFJGW3gt8NfDUF+ONmpnCmosaL73adxa7sUrh9ATRPisH1fVuhf7tUddeCBsJut6FdWjyyitX3u4922NEiuYG+n4pio77vTLOkGCyadjk+WncCH607jhqvuKAoJc6J7x8ZjnYm92p0eXz4ad85HM2vREAQ0DEjAdf2aYWUODmHr0zPRp28cFMvfFS2AwhJiHcGxUbKYR/aS31PTinG9myh+7ihlLm8eHvVUXy5LVt077bbgNHdW+BPYy9C7zYpMq8gQXJr4IEVwKYZwPZPxHGhiS2AAVOAy6Y1bK/GIErjfjloZ6PWGNWKXOJmdEQBuz+XFxrPn5/bWI9CWshTghejCrBF0bEpwNjngTH/qB1nCGTNh5dkBUjHqAKsKy2REhub0c7GehIbc7abJzQCJMUqKMYBbM9GpTF/Rheg61jSXkgNdMFZELkY1dO/qXttLgIRpZ1xtQlcNpwfcFeXkHEAnVTEgx6rqiF3N7D7C2DgFO37WpzHEhstLCwsLBqWFr2AG6YD3z8iv50jBrj9UyBBIvahUkdMmdw+SlGKDRKjSt22eZMautorowsRok6s4b9mYouGrww1ipQw3KofX7SLS4Vo0Cr4gfGzgOXPAbsXiLftMBwYfD9xNJolNAJEaJISG9U43uheF0piI93HlCs2Kjgbqe9EnM3NxKjWCPyFJUckLd7R15BSqv+R3hhVeqGZiVGlFgcNCk0FFeL3PjMxBgm8GNVqOkZVJcdXAQVHgGbddJ6hQWRjVLVNYW7o18CuWklno/gz4PUHsCu7FEWVbsRFR6Ff2xSkxutYkOQ588MQo7r6UD5e+vGg5lg/gDicAGDJ7rN47IudprUKnTy0g6g/l5KzMSCQ3rKJMSo+U1ScaGjPxgSIF1zcQtT5mLthXY3HVdHOxe4t68RGTVGw5/fR4OgEyMJfqNhYQ0UTGyyesGicFLsFSC73cQp3SqkI1bTa61vLZA3Oxp3z2SIaKbwuYMvHwFX/BgAEAgLeW30MM9YeR5VHXOQ469eT6Ns2Ba/e1vd8RHEkctvAtnjjlyOqt7+ubyvERzfQsp9SEYIBwS0xJgpP/q4b8spqsHCbeBxXUeNFZqJ5AqvPH8BbK47i042nmGvnC0sO4PZBbfHsuB6Ii+bME6TG9AZcM06HHdPGXAzMDnm5WrGxV7MoIETLcYWMy3flqCg2U0F+eQ0mfbwJxwvYRKGAAKw4mIf1Rwvwwd0DMLq7DnEzJok46IY/QeIia8pIskDznpHVc5I+FyM9G5WcjfHppBg1OJ8TAkRwTGkLbP5A/XHlnGhKaL3P0/eA4LFpZ2OwL7TNJl34GoqWGNUk6vPX7GLxzxW5QHWpuuMaYcuHxl/DER3yGROA9y8HBkwGBtzDiVFVcDYCwNX/BXK2Kheh2qIAQWLMSK8vBBEE4k40QvB3cMaRz3lZyHW+6LhKsVHlWIFm2yxLbDSI1bPRwsLCwqLhGTAZuGOBtEOtRW/g3qUkqkoKPW4kOVFHqSKsIaIV1ERn0jn26V3I+yeFVIRqY0Jq4sSLUAWIaEgLazWl7Odh+BPAfT+QHiJmCo2A/GdPjdhIfxaUnMF05SHvGIo9G8XfsQTUINYmXjiUcjZe1CKCBO14Kn7HT8WdmhWjSi86qOmbqQGeszE1PhoeWohTEqLl2Pe1/n2NIrOgpEVsjImy4/ZB7ZQ3DCdS97bahRuXx4fpK45i2MurMGHGRkydvwNTZm/BpS+txJNf7sKJAo1iHtfZaK7Y+NW2bPz+0626hEYAyEyKQZnLi2cX7TFNaBzeNRNTR4jjlmghLjXOiQRqQVi1WBdLiY0hPRvlIqXvGkpFgOngAONsrDsXWVeNBJr3iVUQXy5EV98FjD8g4F9L9mP+Nmmny0cbz8HrFzshSl3i+2JqPPkctkoR3w/z5MTGHZ9qO9md8wC/D4Ig4G/f7sXrvxxhhMYge3LKMOGDjdh3xhxRJhzccWk7xPNELQnuG9YxfCejRBhiVGm8AdZtExDYa6ZefP4Aps7fgXdXH+MWaVR7/fh042ncPWszXB7OeEtqfmowIcdGvXdR8OPV2/rgtZvErS5cIfeiPTmlEAzecP0BAX+Yu40rNIbi9gUw7bMdOKZzjACAuPZa9QU6XUHmdJEkNAKsmG4oRlXhd7PZgBROlGr+QRL9WB9IpUFJQRdVnnc2UtdXui+0EnLORiZGlerZGJsMJFN9K+Uie83A5wH2a0zg4kF/vkpOACv/BbzVBzhNCXtq5rLNugH3fMe+R6FExZ0v1uFCry9U5gPrXwc+GUe5CjUWHbe/XDyXSe8sfl5tlKoeZyNA3I1qkoAsJLHERgsLCwuLyKD7ddJ9BO5YALS7VH7/9kO0Hc8RIy1GAcriZUPEqNKTLDUxqhld5cXG9EYsNvq9wI//B8wcy39+/zfAuX385+goTVcxUHRU/BgdtWImctWhesRGRWcjLXRxFoA0io2pNnYBoUZCbLzz0gbs/UdD9/qgMS1GlXY2UtWfhns2UmJjYgxS451wS/wNdBEaX1XfyCxSaolR/c8tfc73tmswZJyNJVUe3P7hRry54gjyqb+pxxfA4h1ncOO7v2HjcQ3VuVxno3mC/4Gz5Xh28V7dIqHNBozr3RJfbc+WXPTnERslPXVNj3di5pRBiA7ZxuMLwE3160yKdSIpVnwvVe3yo2NUQ5yNdHRdcIF3RLdmGHGRyrhSCQRBYGJUQ51Xoy5uTu+iyMiLNZ6T0mLghR6jeoHx/Pf78Mlvp2T75y49VIZnvtotEjdKKGdjUGxsTsV8Vrh9qHRzvpd+L1tUp0R1CVCVj+92ncXnW7IVN69w+zB1/nZGKI0UmifF4q2J/RGlIpr5uet6oG/bMDt25KgHsVGqJ/P+s+YsFL+98ihWHMxT3G776RL86/sD7BNhcDYCgN8m/u5FwY8B7dOZFA13iNhY6vIiu9hYW4O1R/KxW6VDssYbwMz1JwwdL6Ix0rORiVFVUUSXQolk5WfEbq9wktAcuPg6bfvQ8ympno1KxUzMuUj0bPR7WXEpkeOspdebdszTl5ClFlcRW9hqJl4XaUkUihpnIwC0vgR4ZBtw/ZtAq/6AjZpfDX5Aft4cdDYGAsDKF4A3epL/Z20Ub6c14Wjw/eKfM6i+jfR6lxR6xUaAdYtaaMISGy0sLCwsIgNBAPIlKssqlSd5GPR7bcfrPV4+fkGxZ2NDxKjq6NmY0ZlE1UrRWJ2NAT/w5RQSSyLl6ivLJpV1ubvZ5xixsYh97zK7mnOuPOQiNHWJjQoL9mpcdVJio0TPxgyIJ4tuIQp+jgjUr20KLutiPEbQNOi/PY3eGFV60cFHTSzpv4FBsZHrbIyLhkdm8VczDVFUoeLYXhViY0yUHdPv6I/bBrZV3DbsSNxPAo4YTJ2/HfvOyDswKt0+PDh3G7KKVPbp4h3PRGfj7N9Owh/Q744Y2a0ZOmQkYMkebb0ea3wBvDWxPyYP7YDLOovv38UuL/LLxd8J2rEYZbch1mlHcpz4O1JerdLZSAluHRPr7sG02FgtxODyLhl4764BsBvs15hbViOKg42y29Cled3fs1+7VPRtq743VrcWiRjSSUX8VCiWs9Gilq2nijF/E+l1LOcyr0YMvt11FmsO1y32lVVTzsY48rmJdTrOC49BFm3PYQU/Xs8oFQgBH2b+ql70yCmpxi8HVMw9GoirerXEnPsuRYcM6fHKM1ddjAeu6Cz5fL0Qpp6NoUiJjXtNiAyt9hDXoloW78xBfoXKsZ7B6OmcUvF3yWnzo1NmAlPYZo8R3/t35VAR2BpZsDlLeaMQvt11hl840BQwNUZVYV3BW83OK358Bti3WP0xjTDi/7Tf55mejbWfTbpno2ZnIyV+1ZQS9yAtGEbFMkViyD/Ezvd3zSci2de/B4pPajsXNTTEXEpLi5yYRLKO9tBa4Bqqr2TeXnlhz1tD1vCW/ok4GmkRPYiWe3eH4UDPm8WPZVBrMmqdjS7tPc3PE+5o3SaOJTZaWFhYWEQGpVmAp4L/HJ2/z6NlH6DXreqOFZ1IIjKVtpGjIQaOjMBEDegCAdIwPJSMrqQ/AV2pFoSOpWgsbPkIOPyD8nbucuCre9lJHS04lWWzLi56YGsmchGaauI11QjPoTCuOj09G8ULFtd2EX8HQmMDg7RLj8OMyQNhi6SejXSMKo1pMaoh30+PCzixWvy8q4jfd1UldM/GOmejiYUQrfqb91pakbnG+gRlsfHmS9rgpv5tFLerFyQqjDdkVWLzSXU9NSvcPnxMOQQEQcCOrBI89eVuDHt5FS55YTlGv74Gy45wxEuTevNWuX1Ysvus7v0zEqLxwk3EbZ9frr13UGZiDP59c298/uBl6NlKvEB19VtrMfq1NXjpx4M4XVTFOBaTYqNgs9kMOBvFx5vQOwX/uJ444OkYVXtMAub+/lJ1vSAVOEi5Grs0S0RMlPg78PwNvUSuTimi7Db868be2q/JlrPRopa5IeKLR+Z+ExwTzN146vxjtLMxLcGJkioPnvxyF9PP8fnv92PYy6sw57eTde7IqBj5yDceUXE4WhWvWNRBs3BrNr7YkoXHPt+J++dsxVNf7sZP+3LhixDH4/CLMrH6qZGi/q2hxDgjYKlPsWejCc5Gib/HXhOicH/efw5laotRAHj9Ar7ZQc0lpMRGg/PIo4Xie06cIwCH3QZ4xPGmMfHiz8e/lx7AP77bh0Pn9MXMan1fa7wBY1GqkYwRZyMToyozVig4DLw/lHWLVRcDe75Qf8wgWu//lz9GHG5aoQV1s5yN0Ynsa7uK2AjVxBbi3/X0BpKGVMIRFANeYN8iYOYYIHePtvNRIj4dSNGb8KNz/qx3LksnieVsZ5OfQvFVA4d+UB9vblO4L3UYDtzxGev0TaedjSoTDqp0io2dRoSl1/2FRASMQCwsLCwsLEAawEuhRmwEgJveA7qMlt8mOpEMYpp1U9guAmNUldxsFbniRt2OaCClHamWTG7Nf00pETKSCQSAzTPUb198Aji6XPwY7WrN3iL+OaE5Ww1pJoadjbTYqORspKphtTgb4/jOxr5p4gX6ULHRbgPGD2iLb6YNY3oxNTgJCs5GvTGqdMVvMDJn+xzgjR5sxE3OVuDN3sDBJboOV8jt2WhijGp0EnGANxSyzkbxtbBzswTcc5m4L97RPInilYaAN2G1OTB/izZn3+IdOed7QlV7/Pjjgh249f0NWLQjB2dKq1Hi8uJkQQVOHeXER5echhnNEc+UVjPRpGrpnJmAhQ9dhnbp5DsWo0IcowkKajVePwDx71PtDeBEYRU+WncCI19bgxlrxIsRQZExKZZyNqru2Siuco7ylGPSpeRzFw+xcOq2xSLKYc5U+9A58We5RytWXBjYIQ0f3zNIVtyMczrwwd0D9TnNFZ2Nlth4IRAICFi+v25MzvQIDqFaINfwtUcKUF0bl0wLitFRdoyfsQGLaYGmlvwKN/655AD+teRAneDYb5K2k+5zG06XqY9rDrL+aAGeXbwX3+8+i5WH8rFoRw6mzt+B4a+sxqpDkeF6tNttktfR9UcNODrMQsm9F0Zn49H8ytr7hH6Oa+2XDLDCWphiVA8ViIsIo+213w8qRvVkmfj9KahwY+7G07jmrfV4aN42za5DqfdbjkiNJDaMXJGhEkyMqoTwXpoNfHoDUHJK06nJktiSOrbE97DtpcDt/8/edcdHUebvZ7al95BASAi99y4oKDYUFVGkqqfYsHuW8+7U8+5+d3Y9O9iw0xRFUOlNauiBAKEkhJCE9J7N9vn9Mdlk5515p+1uEnSef/gwO7MzmZ3yvt/n+zzPV1xmn5amUYGNqjez0U9lI8MIcxut5cJ6kW9jSl0JsGQ2vbG9+XsqgMUz/cvrY1nuWCpyuO9hGGDEn9R9R0IvjuSFxnG7UhtVEskD+b+bow44s5G+vtOmribDeri5ZZdx/OVpY4FbP+MyJMUUhQIb1VxlcxqtNqpayHUdPOhkow4dOnToaB8oOUb/rE5hQdYSDsxZLhzAABy5MvxO4P5tQPfLFXxXe7RRlcnpI7u84rpyg9wvb6RnOqy4G9j6akCK0K2G8xnqJ12ZS/j/J5WN5zP4/w+mqhGQVi8GJbORUDaqyWwMbVpOThqt/Aw5b2ERAGaMTMObM4YgMbIdFqBllY0BzGzc8Taw+nHO4kcM9cXAsjuAzGWqd0cqGxMjQxAbbpEs/qrCuEcCpobTBIlCnNdGdcbIVCy5byw2PTlRQDZmF9f5ZfUZUIh1GJvDcPi8OjuzBocbp0vq4fawmP/NAfx6lF9Y6c4UYa3lr3jQJEJgb3gB+OxqoFGjI14AACAASURBVMa/HE6tr4rESAvW/3kCeia1nIshaeosiiwmA/p0jILHw+LRJYdw/AK9aMSywNL9BbxlXpJRs7KRLIjZa5uJStJGtcJh4mXVqYXbw2Lj8RLc/fle/G/DKd5nydHiBfyJvTtg89MT8eTVvRETxv8b+yRHYsvTl+Pq/iL5RUogq2zUbVT/CGhwuHjNBlI2qt7cUg8LVDfZp1Zb+cqfbSfLkFvWINiWxBe78vD9gab7eeQ8FUpaBhjzALQ4GdNeH8W1Ntz75X78otIGOlig5d5mnK3wm2zzG3K2i0EkG90eVqAKVwstj3DBJrQGNj//9uwS/rjejKbfmiAba1z0/aw7VoK7Fu1VdZ101NBA2JHyzrroIWgyVKhsZFnhvI2mbNz4T2VxMkqROgroQGQWksd9w9vAw3uBezcA/adq3xc5n/XGSQiUjRqae8VyGwVko894Z9+n9LkYiboi4PAS+fVI2GqBne8C7w4F3uwDvDcceKUL8NVULm+TJEhpiO4M3LcZSJRpjJeCVrLRaAJShvOXSRGvrkYgb7u6fZQcB+atAf5eBDyZzf17zzpg0HR6dmlsOr9B3lGnjEjUomzscz3Q9wb12+ngQScbdejQoaM9wVoJ7HofWDwL+OIGYPmdXBHaqd5q7KKDJNmoUNkIcCQgSaxMfBZ4+hRw03vKc/jMcmRje1A2EhMV0r8+rhvw7XTg3A7p7936ErD9Df+Pr7VAI06lUE1sQ5KN1UQmC9lBF2i0dmYj+QwR24esspEkG/kDeJuPsrFdc9dSQfdA4GxU64qBjS8q2JAFVj3CWUkrBMuy4srGMDPsrEwjxLA75XcweBYw4S+KjycokGjocMEEhgGev6E/LumRAIZh0C0xEqE+tnFWhxvnKuSL2K0CseYVUwjsLvWFYLvLgx8OFmDbKf4kO50pxnLLv9HHUEDZEpya9vPJXIe3RqTEhsJsVF+5r7I6BUXYOaPV2UrdODgFMWFm/Hz0gqY8NS/ZGK1Z2UgUxGy1zRZ7pI1qjdsiyFVViop6O2Z8tBv3frUfW06WwUWwHh//louPtuWIkplJUaF47Mpe+O+0gbzlCZEh6BjjR8FXVzbqAJet6AupjGCbj8o+3MytRyob85Tm0IK77lmWBWLTgJs/hCJ7ueteAzoOQq8kjYVXCjws8NR3hzVZQQcaVooyzeb0YH9eVSsfDQFZZWPwbFQBIMtPK1WpTEwaupLbBEHZyLIsjpXy7x0Tmq4DB3+5VSTiwBf7z1Xho23K80ynDqU45VAwvEtss5vB7w6CrHaFZKPYnE2MbKwvBY7/pP64aEjoCcz8BoiVGHsl9gFG3s1FsPiLYGU2AkLirqFcSMp6FZweD3DwK3Xff+ALdetX5AALL+Ua+8iG6NytwI8PcJE/tLm2FxEdgLnfcWMurc2vgPa5LACkjdK+rRJ4Y2ssEUB0J2V2pSaL8LqVypL0giQbe10rvX6/m4DpiwCDTpX5C/0M6tChQ0d7AMsCv73OWe2tfw44tYbrEjr+E/Dj/cD/+gd2sNkeIWmjqqJ72GkDigkLuSGz1OcBmCzSYe3thWz0LTaSgy5HPVB4QNl3b3mJs9m7GCDn9y8G8tyRNqokEnup34ca+JvZSNrfyiobiYKYWAGI1lnqnRiRk0ZS2ehTWLS2dTe9FEiimYRWG1XymVB2Uvm2bgewf5Hi1evtLtic/AJbQqQFceEWyQwtAMDkl4CbFwJJ/YWfxfcAprwFTFvY9hMtCeWKC0b06xiNaB+FmtHAoG9H/nP+uJ+qhoBBbNJvCkNSlHryJykqBF/vET6rXzF9ikRGwd9bnQ+s+5vq/XoRFWrG5IEqM9PAqUwKq/iNQKO7xWN8T2WWnqFmA+ZP5DKGv96dp3r/gK+NamAyG2GrQW2juLKxESE4IaG8pMHqcOHORXtx4BydJGABvLwmG5/tEMkdagJ5bZXWaSM+myHXJa8rG/8QMBsNGJHeUiylKRsbWQvYplJT7+RIxIRz91yVVUWmGYHTpfU4mN+kTBk0HZi9lIsKEENEEjDtY2DM/QCALgnhGKfFPlgCNqcHS/ZqaH4LMKTGWw8vPojbP83AigMFbaNylHsuBFHZCPif23jdoE6IsCiPmzAwwC3DU/kLg6BsPF/ZiGobv9mE8c4DCGWjTYG1/rcZ5xRbnc4YmYZwFeckJTYM+SqaCi4qkGS5UmUjaaEq9l0AZ18ptq5amCOAkfcA92wAojpKk429r/F/f837JcnGpuvA38xGQIRsLBPWi6I6tnxG5jnKoeyEcvK4oQL46mZh4zKJnM1cFuCgGcLPjBZgyBzgvi1A8gBuWdoYbTUPwD9nmrQx9M+iU7UfkxdamkxYVkjU/nAvsPMd7vzTQDRG48a3gXnrxBW7d/7E2QYrafrWIQudbNShQ4eO9oB1zwGb/yMkBLywVgDL/wQcWd66x9VacNmBconwaTXKxuKj/IF5WDyn8NMCqU6r9mCjCvC7I0mysSxb+XezHvVdfG2F5IHy6wi2GcD/vxzhFGwb1UBnNrJymY0KyEaXnbLvJvUAeT800G1UGym2Xu0CphAuj5AGrYHwZJe6WrvKzKWKVyUtVOPCzTAbDYgJN8MuRzaaI4Chs4EHdwH3bgJuXgBM/RC4ey3wyH5g1D3aslkCDYlnrAMmjO4mbBjon8IvWBwraidko8kCligsuowW3DBYHWk3qHMMTEYGRwr4BdQ+TD4uMUo07JA4/hNQq90CcN74rpq2yyOUpgzD4IM5wzE4VdpCK9RswILbR6BXchTK6+3Yp1GtE03JbKxTqmxUYaNqZUOQrYHs/nxnnuLr9tW12VRlVVIU/3nktwIrROI3Moa0j2eGjlbB3DEthWoa2eirprp9bIvFtVcJrBU5vnl4fSYDjx0GZi0GRtwF9L8ZGHYHp0r48zFgyEzetvMnBt6x4odDEkryVoLVTh9v1TQ6seNMOZ76LhOXvbYFe3IlirLBQBtmNgLA0UL/xgCRISbMVqHAv35QJ6TEEuNo2jmQOzcSOFZUAxdx7zWTjQ7+e9bKyisoS+vsyMitVLTv+AgLXps+WPEj/+cjFzDxjS2454t9KKpulN/gYoJYfIISiGU7is3xrQG4X40W4OEM4Ia3uEZbayVQeJC+frfL/d+nF4LMxqZxSECUjWI2qoSy0Us2aiVs5Rp5vdjzAVCj0J3m+Eoui5FsaH9wFzBtAafc9yImFeg9Wdn3kpCa58ohVULZmNBd2BStpEnaF52GqFu/oRz4/HqgiLhuawqADf8A3h4IHP1euJ2jQdB8gfAEoMtYYPoXQtK00xB9LBtA6GSjDh06dLQ1zmziBimyYIFVj/pVIGy3KD8lTZaoUTaSSr7OI7QPHCTJxnagbAT4A+EKgrBVO0nJ/kX9MbUFkvpyQeJqMOIu/v9lycY2VDYGI7PRSUzwSbIzcymnrCbXA7hB/J6FwsKIg6/aafQpLjY6FU7Q2goREr+/VrJRQI4p6xJvRt0F8QKECMrr+QWNDk3EQlSISVrZaIlsUSwyDJA6Ehg6Bxg2F0i/pO3VjL6QsBhzsUZxsrEToWxsB2RjfoUVjy89hGoiN+l0hQuZBdWqLEnvvCQdlQ3CYtaNxt3qDsrj8sstYViXOLxwg4gylgD56s2vFKobYsMtWHr/WNw+VljQNRkYTBncCSsfHo8r+iQBACrqtSujaDaqypWNpI1qDWobuW1JG1UrQpBdrE7Z6HJ78I2IapUGp5ulKquSovn3T63N5Z+ySUp5oFuo/qFww+AUDOzMXQ92mrKxaTzQo0MEpo9oUXr5o2wEAA9pHWw0AX2nADe+A8z4Epj6PjDwVtGswAm9O+Cv1/UVLPcHBVWNfmWz+gun2yNpI+qLsjo77ly0F/vzlJFKAYGsstH/xk27BNl44kIt5ny8B8v3n9f8/Hv62j4YIzLeING3YxT+e/Mg4Qc0ZaMfz82sohq4BKVclmtAJcbxVigjNUtUNKTcMDgFC+YOR1y4st+PZYFN2aWY9uFOnBcZB1y0EJCNCkktcs7GGMVrFf5YYTYfk6PF1rP8DPDRROCkxHx/07+05dyJgZw3NisbCcWxlnxBMWUjqV6MTG5ZV3HObxPC4pXNx10O9Ratez8SEqCx6eLrXv5XbY0JWjMbAY7IpTXqR6cKawh9r1f3/SPuVr6uvY7LvMzfRV/HaQVW3ANk/cBfTmY6hsS0PHcNBiCUyI23tuK78Q+AdlRR0KFDh44/KDIWKl/XZQMOfhm8Y2msBjI+ApbOBb68CfjuLk5N6fLTfksOJYQig+x4slUrz60s3M//f+cR2o9LinSQslgNFmhdj7veB94dDlSc8e/7Gy+iQdZlTypft8ckIGUof5kU2cgYgLiumg5LMVo7s5G8h33Jzn2fcVkStmrxbR31wNpnOfsXCfhaNVnbs7IRAMIpuY2MUXsjQSAaEBRa05DKRi/ZaDAwMFkkrh8FRKrL7UGN1akpTzCgkLFRHdVVXtnY1jaqWYU1mPrBDvx0uAgNRMHPBgs2niiFSSHBe3X/ZNwyPFXUvqwjo0Hpp6aJpwkutwdrs4rx4DcH8NPhQhgNdKK0b8coTB3Cz3Y6R7FSC7eYcGlPfuGoR4cI7P7blfhgznCePa4a+zYSXpIxOoz//q5VqrYiCTd7HWqs3L0obqOq7vo7VlSLCzXqFIjrj4s7P4RbTIgM4b8nyOeGKkgpD3QL1T8ULCYDFv1pFPp2jJKwUQ1B98QIfDlvNMItLeuQmY1q0UVDhp4v5k/sgfdmDxM0HGiF0cCAaUMlhNqxlsPlwZPLM+H2tBJBajBIPx8CoWyUIVt35VbgL98fwfhXNmPnGfUkSqjZiC/njcaV/ZJEPzcwwE1DUrDsgUua7YJ5oI3pNfztbg+L7afLsC6rRKBs5FZwarJRBbj7Wg0mD+yE3X+7Ev06KSc1SmrtmP/NgTYl6AMKrcpGkmykke5dL1V/TGJwNnI1nm+mySvwio8AS2YD7gA0jQqUjZTMRi02quQ8rqFc6IQV1eQeYgoBBtys7vuHzFLWrF56XEhqySF3K///5nDRBhkAXE1s5jfyER9kXcAfG9VT6+lzhCPLhNf5oBnK1Y3JA4E+1yk/lh3/A0qy5NcDgNVPAHYf9wPSXpVUw5K2rI2UOogOTdDJRh06dOhoS1grgdMb1G1zZFngj4NlgZ3vcsqmNX8Bsn8Gzm4Djv0I/HAf8FaQMyNLj/H/nzpKWNhS6rUvpmzUCtrAzmBqGwWQwSAkIz65gsv5rFQQki0HrYqutkDva4Gr/iW/XtIA4NbPhMulMhtj0+mD/kDBb2Wj2sxGQrHo7eyryAF+fUZ+fwBn/SKBRh+rpnZtowrQyWZLhHYlNEmOiTUHSKFDP+HvSkFZHZ+QSIxs2bfJIkFkU+5xlmWx80w5Hvh6P/r9Yy2G/Hs9+jy/FtMX7MLKQ4WKs3wCCgnFQ3x0RDPB6ou+HaN4P19ZnR2ldX7aRypAQZUVPx0uxOKMfKzNKkadzYkaqxPzvtiHKqsTobDDBP49EYN6hMGGRqcbERbp98n0Eal4f84wGA0M0hMieL83ADhYDYVzlaqKQ/lVuPyNrZj/zQGsySrGkYIaQcH6uoHJuH9Cd3w3/xKsefwyjO7Gv89oZCP3Gd/6bUhqrOhv3Dk2DCkx2uznoqg2qgqLapYoNNtKAwBY2Oq5Dv1w8K+zBjYUOWX1khZ/JCo1qL6kyBuBlao/ZKOubNThg6ToUPzw0DhMH9Vd9PPo6BisfGQ8UuNaxtGNDrekCk0OafFhGNPN/9zFG4ekYJCMdbNS9O3oh3okALA61BMC+ZVWbDtVGoSjoUBKlRNkG1VfVDQ4cNfne7ErRxvhOCQ1VvSz/80cindnD0NMGGXMEgBlI8uy+Hp3Hia+vgV3fLYXZ8rqRZSN4NRSGmxUAcjamYsh1GwUZCDL4VhRLXbltLKdb7AQKBtVWgNzYi8u489fRCQCBz7nMruVoGAvcGqN//sl57PeuSiZ2ajJRpVQNtYVC0k/r40qAIx5QPl3M0Yu41IJSOJU0TaE6wXpmkGi19XAA9s5lyax+sHkV4VNx1pVsSdWA0tm0qOdWLfw+COTuKxDOQVmXFdg9hLlinaXHTigQmRhrwGOftfyf/J6IMlGshbUqC2iQYc4dLJRhw4dOtoStUUAVHb31QQhH2TTv4ANLwh9zb2wlgPL7wQyg0B0AkJlY1J//gARUJbbaK0EKnP5y/xSNlIGam3ZxU8SGPUl4utpQaA6KFsLlz7BDW6TBgg/s0QCox8A5q0RJxZDYrjJhBgSg2yhCkgrG5V0B6pVNpLKYO8EcN9n8nmPCtHo0z3d6I9dX2uAnHB44Q/hTk6e5Kx6SZBWvxIQ2Kj6kE/mUCmyUfhMc7o9eGp5JuZ+moF1x0rgdLe8k/afq8ITyw5j+sLdKK8PssLdByzLYm02fdLnYI2oFiFmwi0mdE/k/4YnLqizslSDrMIa3PPFPlz22hY8vvQw/v7jUcz/5gDGvrQJd3+xF6V1dtxm3IqMkIcF6sPuhmJkhDyMWcbNaHDQi6WrHxmPN24bghAT97wyGw2YPTqNt04mqyGLLGW44lUPn6/GnE8yUFAlnbdUXGvHn6/qjVFd48EwDNIJFVJ+ZQNlS2GeY3qC+L1oMDCYM0Z5hpYvvCQjWRxVTDYaDIKimKOBcwQIZ4TKRqebRU5ZPZQiwqKeNJZSepJkLdmkoAq6slEHgXCLCZOHiN+LSQmxzRmpXlQ38p/Z4RYjhqSJEzhimDe+m6SaWg3yygNj5agmzy8YaJDIa5TCz5mtGMkhqWz03yVGTUOH083iqeWZmhqoDpwTH5PIPrf9VDayLIu//3gUL/x0jPcOZmGAm+XfD3aHQ8RGVZ5svKxXIvWdK4cKDWPDZfvE7b8vOgRM2ShxDV35onoLUF/EdgE6Dgb2L1K33b5Pte/TC3Ku62zkGtwFykYNzR/kPK7sJMD63NdGC1+51nkEcMXzyr77+teAxJ7K1g2Tt1gWgJyLKfn7E3tyduHPnAHiiSafqI4Q1BO1kI0NFcCP8/nnUQlcNqD3NcC8dUCva4Wfm8KAUfcC927irkelyN/N1SDVwFccISAbCYJaoGy8iBy+LgLoZKMOHTp0tCW0TLICXdQ5+xtnUaAEqx4FagoDu3+As6DwRfIAEbJRwcSYDDyP6yqdzSYHC6UbtT2RjYHEqHuD993BQv+pwIM7gXs2cJ19V/8fp2R8KpubLNAG8AYDXd2YoHCC4Q9aXdlIFJm93YcBVEr7Zja2fxtVynNBzqZGCmSXemis8sleZDIwdLbiXdFsVAEgJETibxA5nud+PIofDkk/1zPPV+Ouz/f6l/mmAq+tO4lXNtDV2kV1bty6YJcoAdo/hX/PHyuqEawTCGw5WYpbF+zCpuxSkI5gDQ43DuZX4y7jWrxu/hgxjHhhO5ppxCvmT3GvkZ6f0yFKSB7fNa4rT7W22n0J6liFFkYAl7nS8ypFq7o9LB5fekhRA8Gh/Gp8uLXFzrtLPP9aPFdhhYdi30cW/7sm0q/jO8Z21aRupCsbVVg7Ego/l9WrbCQyG5vUJNnFyrveB3aOFlifymFsd/oYJymaf450ZaOOQKPGIU7+uY3C+7eqgX+fxYaZ8f7sYUiOlr9+pgzuhD9d0lXTMZKwOd0oqpFunFCClJhQTB3Kt4p2uDxYlVmE2R/vwdB/r8egF9dh8tu/4aNtOagSydv1F1pdJPx6FqhFsJWNKonDCzU2bDiurlHT42FxKF+cbJTdP21Mr/C5uWhnHjWbl7RSfWfdccDJb9yxyZCNBgZ45Art8x5vbrEanC2nNx5dVCDrOFrJRqm5feqIJtWYijGeL0bewzUmK1U1epG/R9v+fCFmo+psFP79gVA2kg4+kR2FTjUTnwGue50+NwuNBW5eqK4ektQPiEmTX88XZLSLGrI1JJIjj31RRNS/zOHSBDYNh7/holPUwtvgkDIUmLtc+Lvfvw2Y8ia90ZeGepX2tAA/b5QkKsm5P0kU68rGgEInG3Xo0KGjLRGbrn6A1VEkfN4fZHykfF23PbCZkZVngY3/BmqJQndSvxaffS/klI1VeUDmEv4yf1SNAF3l9HskGwfeCqQMC853BxsMA6SNBsbOB8Y/BgyariwYnUY4tQbZGOjMRtYNAePhCzGy0WlT3zEoAd9cmHZvo0pVNvpBNgqeCyww40t5W5nQWGDOMkWTTZZlceBcJXYSNmARPgRFaKjyzMbD56uxfL8ytXxWYS2W7FVZrNCA1ZlFWLA1Bw6W3ozjhBE5ZQ14bMkhwWf9O/HfqVkFgScbc8vq8dA3ByUtAXsxBXjB9LWi7/u7aTH6MuLnVowIS4gMwVf3jEZcUz6UFaH42DVF0b4AcAUXhYWILdmlkvanJBZn5DfnfabEhsFsbCn22F0eapGbtFHtKqGyiAk346t7RqOTDOEYZuY3ZXhJRlJxVatU2QgI7lNPI3d9hRE2qtamjM5sFcracIsJtw7vrPxYANw+Np36mcBGtdYPgkFgIesDXdnY6mBZtl3knlVTyEanUXhvksrG2HAL0uLDseLBcbisl/g7OdRswMNX9MC7s4bBECBVY0GVVXK4pATxERZ8dtcoXh5lXnkDJr/zGx5bcgi7cytQbXWizu5CdnEdXl6TjUtf3Yz1xxRGQihEgwYbVYA7r60GqVgCP58dbg+rKX/y5yNFqtbPKaunvidk8639IBudbg8+2kZvvHKC/45bfSgfbrtyG1WjgcGrtw7GGImmFTnY2jrfuy0hUDYqbFxSaqPqRZ/JXGPtqPua3sUKkToaGDOf7lwlBZdN3jVHDuS172wUqhpNodqiS+SIq6hk8eVj7ucakgfP5C/vOAR48oSqxk8AXPPvyLtVbMAAXcbyF4UqV/gDEDowFRFzIa0WqkeWa9vOt8bAsgJ1NaLE825loWVO7nvNNRA1Djllo1VXNgYSOtmoQ4cOHW0JcygwROWgZoSaAY0MbDXAyV/VbZO51P/91pVw4ePvDgN2vEl8yAA73gYiiIEJTdl4djvw1c3AO0OArO/5n7md/g2U/yhkY+/JwNQPAv+97R1tSTb6q2wUs4CVutbJgb85NODXkm9Bo9HpbheFUCrCaWSjxgkaIN7h3PMqYN5aSuYKA/SZwtnKKCD6T1yoxY3v78CtC3YL7Cz/vfo43tpwCh4Pi9AwCSss4pn29e5zsvvlrb/nXFB/V5ZlsWArV1hzgn59OpsyCnflVCDzfDXvsw5R/Ofzr1nFmPDaFnyw5QwqA6Qs+XTHWVml353G9TAyys6VgWFxp3Gd6Ge0AmffjtGY5WPh9777ZixzXS6/s0ufBIb/SdFxAcCqTHVF2YoGB3ae4Sb4RgODtDhS3ShUNHBKIz5ZJ0U2AkDPpCj8/OileOjyHkiIEL6TJ/RKFCimWmxU+ddWvd2lvGBNNIixTWSjmI0qAJwoVmfjO5/y94hh+ohU9JHIjBNmNvpho2ow0Jt4dGVjq6C83o4PtpzBFW9sRc/n1qDXc2sw+e3f8MXOs+rUuQEEjWx0MCJkI5EvGtvULJEaF46v7xmDjU9OENybX98zBs9c2zdg9qkAcNZPC9Xk6BCsfGg8+vk0thTX2DDr4z3ILaMrthocbjz47UFsO6VBrUGBlsxGABjWJU5+pUCB1nDFGBTnVNOgxkLVF6Q7hBxoFqqKjoFqoyr/3NySXSqpQnURZKPH7YTNylcmzbm0n6gTQEKEBUvuG4vbRqpUZRHQ8ht0TfQjsqA9oTVsVL1I6AFMeYOz0Xx4LzDhL9L1iB6TgLnfcfM9tbEOAEfE+Hl/Cua6zsbA5DUC3LgjRKJJM5JCNgLcWKbXNcT6SdobTkc/ACQPVLbupX8WPhPV2sgmkGRjJv//IRrnsjUa7Y19awwuGwSWrmaN93vnkfTIGxp8iVw5G1U9szGo0MlGHTp06GhrjH1Q+Us4oSdnGxko1F5Q78teUyCtoFKyz8+ubiI5xb6HBXa8BeRu5i+uE7G82fcp8OWNQO4W8X2dWMVlTSrtNCRB+10CkDGiGVoJouhU4cA7dTRwyyfArMXKCK7fG9rSRlXqfGvJbASksxddRLHCFMZNbpP6y+9LIXxtVN0eVrW1VasiGDaqZOHI1VR0SBkG/GkVEJPK/3z2UmD2YkW5IFmFNbht4W5kFYpbMjrcHry76TSeXXEEoWESfwMxAVVb9Mwta5DN7fMHx4pqcfwC9zfaJchG3wLbsv0tk+OVhwrxtxVHBevnV1rx+rqTuOKNrcjIrfDrGK0OF1bK2M4y8GCqcaeq751q3AUjhPewFImwx+dvYWHAs6778Izzfpz0pApX7jwCuO1L4KoXhdZSEiiuUU9QFde0PG+6ELmN5yqFhf58YllcuBkx4fLv2YTIEPxlcl/s/tuVmDe+K++zqFAz6ok8M6+NaoTFJDgF9XaFRXvSTtTBXa9hFBvVjNwK/G/DKZwX+bvF0CkmDF/OG43ESGnCcfKAjvjvNOniFpnZ6Ld1Iq0oKKfe1uE3Np0owcTXtuD1dSdxtrwBbg8Ll4dFdnEd/rn6OK54YxsOE40XrYEqm/h8wK6AbIwL51/jPZOi0DmWP/4JRm9Lnp8WjkaGETzXXlubjeJa+Wel28PiryuOwBWg8ZEWy3qzkcFtI0XeEcECjRBpAwtVL7wZyEohRTZKORwAoI8rFTRpyGVOk2SjiXGDIVRss8b3wfZnJ+H5Kf14y+MjLBjdTUPenO/+3R75v18EM/0kONsNSEWeYrKRVDaqmNubQ4EOfYBJzwFPZHE5hMkDOSIlpgswcDpw9xrg9h+AsCbFXHg8kH6p8n0AQL+b1K0veqzEfNbVyDW6+0LKol0OUupG0iGLBHn/uf0YH4VEAnf8KJ+FPu5RYNILgI14V6slG8l5o504p1obZ+UUtjT4KhsdxFjXYNKmXAU4dWq/jPrU1wAAIABJREFUG9Rt46syFSgbietFz2wMKoIY/KRDhw4dOhQhvhsw8ytgyRzpgU5UCjBnubT9olpoIa4MJlWFSgF+uA+oVqCmKTnG/z+pbDy9EfjlaYgTlj7I/hlY9xyX36cWvydlY/IAjlSsyuPsVCI6ANEyA/HfO8QKpOYwIDpFuDzQCLSNKtDUKUspXpBZFt5J1oi7gDV/kd+fAvjaqAKclaragk6rQaGNamF1I5btO4/jRbVwezxIiQ3DLcM7Y3iXODDkc1Auu4VUnsZ3U3SoTrcH8785oIgM+e5AARL6SxQfiQlobaP6RoyaRieCVSY6VdJSWJNUNvoU2E43bbPheAn+vPywZHG6ptGJu7/Yh+/nj0P/FG0FjtyyBtkCbxQaEc2oI2UjGDtiUY8K8IsOdRRlY3m9XUAuGA0GfOe+HN+5J2Iwk4uPpsSjU2w4kNgb6Kiw65qAxaS+N9XXOjWdyG3MF7FkJfOb1KoeLCYDJvZJwqKdec3LTpbUCYja6CbVlMHAIDLExDu3dTYnYsIUFFqIopDRzl1/gszGpmex3eXBO5tO493Np3H9wE546ZZBsvsZ2DkGvz5+Gf7y/RFsPclvCBiZHoc7LknHjYNTZG0lk4i8T79sVAG6svEPYqPqcnuwKbsUKw4UIL/SCgPDoE/HKMwclYYx3eKF74QAYVdOOR74+gBcEurb8no77vg0AyseGofeySps9vxEJYVfI8cDAFBl5b8TxRoKIojM0galTQAqcJZQV0dYjGhQQdoV1dhQWmtrzkStqLfj5yMKcuWbcKHGho0nSjF5YEf5lWVgtasnG++8pKvg2RBU0JoRAkE2alQ2DuuizrbwACWvEQDsTpljMJq5MbtAzSb/97tl2HYB2Qg3LB7ipjSHw2hgcP2gTvjPLyeaF5+rsMLtYf1SDTdouP76dYrGuB7abVvbFcjfkPUAbpe8UtFNZjZqJHmikjlb/InPyK87+j7g3A7l360mt5AGsflsQyn//1qVjQBXy6ik2AzTbFS9IJ9LZFOuWkQmAfesB06sBn6cz6/phcUDd/zQ4mIjIFzVKhtlmlS1ntOOg+gN/FLwVTaSlr1aVY1eTHwWOLVeWMcQw4i7gPjuLf8XKBvlyEZd2RhI6MpGHTp06GgP6HkVMOl58c8YAzD0duC+zZyFRiAR20XagkIM/mRGFh0G8rZr25bMbNz6MmSJRi/2f8YpKtWCZqdxMZKNPSZxk5/EnkCnwX9sorGxGvjhfuDo98LPnDZg7V/9n3TIQdJGVYG6zmCAID+LLGT4wkkWH5r2P2Q218igBDKTl0YiF0ZLx32rgaZsbCLjGh1uPP1dJi57dTPe3XQaG0+UYMvJMnybkY9bF+zGTe/vRE4Z36pK2CVLEHmkla1CNdCG4yWq1IQHCiQUVEQDBWlZpwSKCBmN8K2lO0Dfj8uHiPSwHAnw4k9ZilQwVocb//31uOZjlCr4txyfNpKdzF8ChGRjXnkD3tt0Gg9/e5D393ZLjMCIZms8BkfYHvgtZAIw8BYq0ejxsKhscKCszk5V2gxKVTlGADA4taWQ24WwQ80TsVFVk9dIQ1/CTjS3rF6guIjyyWoU5DY2KiQ1CMIt2ckpa2k2ql6wLPDL0QuY+dFu1Cgg+ZOiQnnnEQBuG5GK7x8ch6lDOyvKr0uKDrCykaZAuAhtVGusTnyx8yyeWp6JR5ccwku/nkBWIT3f9XhRLa56axse+PoA1h8vQXZxHY5fqMWPhwox6+M9uGXBLk0qYDl4PCye/zFL0XOnzu7Cv1drf7ZpQTnlT7aKND6R132cArJRseJYBUhl41PX9pHMjLx/Qnf06MB/JmX6ZAFvPVmmWmG3LkDZjWozG6cM7oS/Xdc3IPtWDJqqJQAuMVqUjQYGPAtyKTTYXVhz9IKkPa6iYxAb1yt4bqbGSjcfkmONUDhgAnFNNO27Y3QoL6vT4fagqNo/p4p6lddfUlQIFt4+PGD5q20OsXqAEnUjqWxsDcekfjcpVyuOf5yrFfgLL9HuC7KeEyxlY6RMMwd5/7kC8P42mrkxN9mYZYnkx2X4SzaGxgjjhnyh1UZ1xF3atvM9dwKy0U/nrOQBwMxv5Gsj/W4Ernudv8xKONmQESp6ZmNQoSsbdejQoaO9oOK0+PKUYcDNQcrTM1mAYXOBPR8q30ZVCDaBw4u1b+s7OL1wBCjcr3xbjws49I2yzj9f0Gwo2tRGVUMR2xyuPvD894rGKuCLG4CSLMoKLJCxECjL5pTEwSqiSiobFXacG0z8CatUZqPARrVpH6HRwNzlwFdThYNyX1iigDnLONtiCqnZSCobZTLt2hS0Cao5HHaXG3d/sRd7cumTjqOFNZi+YBe+f3AcenRoek4IsluIc05OZBVOwFYcKFC0nhf5tW6AdgkRZOOE3h3wo4wlqC+6JoQLbO4CiS4+Kjg3DPCwDAwiuYe+pFyX+HBszi4VZP5JYecZztpyU3YJTpXUg2VZdIkPx60jUjFzZBoSIun3fSeR7CMSVoQgz5OMrgYR+28KCthE1EJIsnnVeRdqGvHcj1nYnF0qWAfgLNGGpsVib17LdXsovxozRwmLqiW1Nnyz5xyW7TvfTEBFWIyYOqwz7hrXlaeMmjUqDQu35Si2MxyZHsfLEexK2A2SlqkAkEeoHdMT1NsZJ0WFIDbc3GzVSHIzZiPDK7SSRLts5p3byY2VjiznLZ6DNehtyUEk+H+DlRW/hrKL6/Cv1cfw1oyh0vsDUFzDLwT3SFJXQCIzGysaOFLZZNTYb0xrOLmIlI0utwdvrD+FL3adhY1QJH38Wy5GdY3D69OH8NS1p0rqMPPj3VSVMdB0r328GyseHIdEieeHWuzMKUeuCtvPHWfKkVNW3/JeCjIqKDaqDSLXfxWRmRsbJrxuIkP4Y9xgKBtJsnFYWizmje+G0yV1WHm4EEXVNpgMDAakRGPasFTEhJtRUe9Ajg/hlHm+Glf355QzWrKAA5UfTDZ1TR6QDJeHxabsUsEze3DnGLw3a1jrEz3tTNk4a3QX2XFMaa0N7285gx8OFsoS3nYlY11zGGAnbPCJv7+k1oafDhc2q6Z7J0dhYp8OCDUbBM8qL5yskdd3GM2INJs1jTUNBgZdEyKQ7ZMjnFvegLR47fEB9cQzMSrUBLPRIHp9D02LwftzhiM1zo+4gvYGg5FrCveNpHE7AMj8jeQ8yt9sRCUwGIBbPwVWPw5kLqGsxACXPclZswYK5nD+tV8fSGWjHzaqguiLADYZk99F2nP6SzYCQGIvoUrUC602qn2nAB36AWUn5Nf1hW9Ds4MYr2jNwfRFr6uAB34Ddr4DZC7l1z5CY4Fr/8s1T/veRywrn9moKxuDCl3ZqEOHDh3tASwLnNkk/hmpSAo0xsxXPiiJTQcG3qp9X5W52re117QMYAoPqN9eDTnpRXu0UdVCdF75oraB7O8RPz8pQTT6IHcrsOWl4B2HpLJRIZlDTk4lyUaie9l3Hx0HccrpgdOFVj6MAegzBbh3A5A+TtIOhVTyNLZnZaMlUjjRBABLOD7YkiNJNHpRZXXi8aWHwHoregKy0afYwrJCslGhslGMnJGCXUIRCAu/2/b2semqvvv2selBLVSOTI/zIZoYOCh9kb4Wq9NHpGLLSXXZkwDwzqbTyCqshcPlgdPNIqesAa+tPYmJr2/FFgqhBwDJ0aEY210u54jBUvcVqo5niWsSBGplcMqegiorbvlwF5VoBLhMqaOEMutQvjDDbdeZclz15ja8t/kMT+nW4HBjcUY+Jr/9G77ende8PD0hAtOGdVb8dzwyiW/vRBKH50RsVMnifzeVNqoAwDQVZ2mICjXzbC5JZaMUkQSXHVgyG9jwD2HBGMBIwymEMXyyUkzZ5cXqzCKU1smP7S4QBLoSotsXMWFmng0uywIV/pAcF7my0eNh8fiyw1i4LYdavN+XV4VbFuxqVq6zLItnvsuUvj6acK7Cipd+VVmkk8GmE/R7ngap51egUWYVJxvr3cL3UDWhbIwVUTZGBlnZaHO6BY0p3udNr+QoPHNtX/xv5lC8ftsQ3DW+W7PV69A0/hja18I6PEQ9URBuCQy5YCWUZemJEfj0T6Ow66+T8PQ1vXmfFdXY/ErB0AxqZmMAlI0qycar+iXjnzcOkFzndEkdbnx/B77afU7R9WdXomwUG+81LauxOvHE0kMY98pmvPRrNr7Zk4+vdp/D8yuzcM1bv0m+D92EsnFMCnFOzeG86JPuhEL3LOnQoRLk+UmODsXuv03CO7OG8prHAOCW4am/L6LRC8HYX0E8AbmOVhtVtTCFANMWAvdvBYbdwTlchcUB8T2AsQ8Djx4ArvxHk3tOoPZJXPv1gVQ2dqB/JmujGkyykRjfOeoBl8/YiyQbw9TZOgOQtlLVqmw0moE5S7nsTykwxPXhCqKNqheJvYCp7wNT3uQvTxsNDLtdWBOx1wpVxqSrUTgxl9MzGwMKnWzUoUOHjvaA0hNALUVdYpcOh/cbcenAjK+kyQ8AiEwG5n7nvx2CP/CqG7UMCLVsQ7NsaFNlI1F8D40TX8+LSc8DY+cH73guJlTnA8dXKl9//yJhh16gIKVelLsXvSCvBZqNqsctHHCTk6y4rsD0z4AnjwO3fMJZkdy8EHjiKDB7MZDUr+m46cdmY/kT7vZso7rueAkqWOFkbElmJT7fcVbx92QV1mL/uaZOSFp2CyBuz6PwWWpQWR2UJhv5k74R6XG4eagyG92+HaMwZ4wy67FGhxurMovw4dYzWLgtB1uyS6k2nb4wGBjMG9+SZUmzUnWxxuZjGtcjQVP2JA31dhfu+2o/dufQlb53jZPP21zinoQyVlkRpZKNxBL3JNHPahudeHjxIQHxJIbdufxjPlXKzy3MKqzBPV/uR51EAdXDAi/8dAwrDxXC7nLjp8OFiLSYEBcmb4jzr5sG4PI+fGun1LhwXoG7ptGJGiv/9yIJyHQNNqqA0ErVF6SSUaBstEtcQ2v+ApzZoOpYGqnyYsDpZrHqcJHsd5C/ecdodWQjwzDoQKjs/MptvMiVjV/vOYdfFGTrVTY4mmyKWRw+X82zzJTDz5kXUFHvX9HS7nLD7WFRZ3PioERWHA3V1sA9D+VQ3uCGhxW+o+o8QgK6mshsjA0XXjfBtlElnzWx4WbR4yAxJI1fDM4sqIanST49uqtc84kQY7qp30YMZGZehIU7f51iwjDv0m4w+TQHldfbJVWyLMvieFEtNhwvwZbsUhT6abHZDI3KxnMVDXjp1xO47p3tuPTVzZjy7na8uf4kz/qTJBs7xYTi6v7JEOuJuqJPB3x0xwjJHOJamxN3fb4PJSqek7KZjQDVRrXa6sCMj3Zj5eEiuEWskhudbpy4UCcg4b0grdfvHk7MCYn9ksQlmZesFqTyOCLEhBCTEVOHdsaNQ/jKMl9F5e8KZOOiIhtVMr+zlesKKcM44uaJo8CzecBjB4HJLwU+rgcQznXqCMcPtXE+vpAiG2VtVAOc2eiFxyO0yQX4qrlGohFQq7KRBlq+thLEdQXu2wQMv1O8HtH9cmDoXP4ynrKRIBsDoWz0BalYJc+lFw3l/P+HxQmzVEllo61GunFbhyroNqo6dOjQ0ZYoOQYc/Q44s5m+jqMVBuc9rwTuWQds+j+RghoDDJ7BdbrFpPq3nw59VBfseKgr5gbCUTIDSDFo2YZqo9qWmY1E59bNHwJ5O4A9hNXu0LlcGLxvRsAfHZnL+FY3crDXckHvQ2YF/liComykFOXEiC7a/iOTuPudBolJg0DZ2A5tVFmWxWvrTmLB1hz8YolEgoFPzuRWs6hzqytu/nCwAKO6xtOzW4wmYV4jY1RcXOjdMQonS5S/B6SyDsXU2q9OHwynm8UvR+lF+N7Jkfhq3miEW6SnDjanG29vPI3FGedQSyiBUmJC8cDEHrjzknSewozEHWPTsTevEr8cuSChbDQiPsKCD+YOB8MwiFZAhKmBy8PiuR+PYuOTE0WVnNcOSMasUWlYuu889TtqEIn7nE9jecQbsDiFajgvatlw3Ot4GpUQJ3LyKqzIPE+ZTIvAaGCai5YsCxwpqMH4npzV1MtrTii+L5/78Sj+tfoYqhQQF2O6xePhK3piQm9h4SfUbETH6FAecXausgGDw7niPac04t8f3TSSjX38IBupmY01hcDBr1Qdh5M18tS3YjivQLFMZgCmaLAwTooO4ZEGZfU2ABqLexexstHjYbFop/JGkuziOuzKqVCtLHS4PVh3rERxY4YXZ0rr8PXuc1iVWdR8zxkYoR2wEpCEXTBRaXXCCRNCwH9O1LhElI1W+cxGklQJtI0qmRmrNB+2b8doWEyGZnKrzubC2YoG9OgQiV7JURjTLR4ZZ5WpIsLMRkwb7ud8qgmkstFXMRluMWFQagxP4Z6RW8mz2K23u2B1uLDxeAm+2n1OQAhN7N0BD17eA2O7U3KulYD2fKDMpdweFi/9egKfEY1fBVWNOFZUiw+35uDRST3x+JW94HDz32dRoSZ8cudIFNfY8O7m01ickd/yvSz3fpTCsr3nVZOsyjIbRZ7dRgv+9sNRReM7GulOZjbGGIhjt5BkI39eq8aiWclxRfncv3068t8XJ3+3ZCPxHCMjFMQgsFH9HZflSaK9niAbg5HZaDAJVWwkgpHZCNB//8bKFrVlIGxUpZSNFj/IRoCrBdz0HnD1vznnNWsF9zumj+PqcDv+x19fUtkYYLKRVIGS59ILkmwUI6ZDorn5OOvzHrHVCBWPOjThd/xU06FDh452jKpzwE8PA3nb5de113EVw2B733QaAtz+PbBgPN9mMm00cMvHgdnHsNuB3e8rX98Uyh/8ea03el7FDaTUELFa7F9pxEqbko3Eq9sSDgyazicb47pxJKQOPipzNGzjh/WvFCQzGwOsbCS7NQ0mYXefUkhMGgSZjY7AFgkDgW8y8rFgK3cdVIiozkjCVAkKqpomWUaTSHaLHUC4kGxUMfmaPSoNqzPlVVBejOnRAa4CA0yMSAFMpIEixGTE+3OGIfx7I76j5EPOn9gDSRRV1bmKBizem4+9uZU4WVJHVbQW1djw4qpjyC6uxUvTBlEJR4OBwTszhyItLhzOPeLX6aAuHfCPGeOac9Uu7dkBS/bSiT8tyC1vwK6cClzaS1jMYBgGL00bhPgICz7cKv5ciQwxYf5tM2HpOAV7PnkcI227eL+JizVgo2cEXnfNQA5Ltyk9rYJoBiBQRxzIq8T4nonIKavHzjMSuawEGhxuNEiok0PNBjx9TR9c0TdJNh+uS3w4j2zMq7BicCpXMDhfaeVli8WGm5utC9Wij5SNagj/O6PDSBtVCql66Gt1TSqQURc3Qc6OuNbmFBRyk6LVP5/I3MbgKBvbP9m4/1yVqIWvFL4/UKCMSCCgxCLXF59uz8VLv54QEItaiEYAuKSHH8SQSlRZnXCIko0tz+4Guws/HS4SEH0NImMEobIxsE1LWi2bLSYDBqRE84i7zPPVzc++v0zug1kf74HTLf+jPTKpJ2LCAqNkIt+3ZEPQmG4JfLLxbAVuHpaC7w8U4Ns9+bJE17ZTZfjtdBn+PXUgbhuRil+OXMDy/eeb8yu7JYbjthFpuHFICsJo1rBUslF4DliWxfMrj0q+z90eFm9vPA2HyyN4P3tVix1jQnHbiFQe2Zh5vhosy1LHHizL4tuMc9T90qBV2VhU78HaY8UiK8sj3GLEJd3jEVcaDl5csI1obAqyspF8R0X4WAqT7+NTxXW8829zunGyuA4NDhfiIyzonRTV+nmigUBAbFR/x2V5cr5Lko1+ZTZSlI2RyfJWsORzSYkiVQlopKWvsjEgZKOUsjFAmc1hcVyNiQTZsOyrbCTJRlokkVaQ58pGUzYS8RrhIsQ0w3B/o9WHmLRW6mRjgPA7fqrp0KFDRztF5Vlg0bXCwRYNHhdHFkiREwEFMdBXMmhWiqR+QK9rgNPrla2fPICfz+i1UQ2J5IjLjAXKvie+O9DjSnXHCkhkNraljSqxb4+LywLwRaAGmToglqEWENCUhYxBOZnNEIUdWkGcJLoUZgWKQopsZPkTt/Zmo+pwefDuptPN/6+EkJhoYNWfG1+bMhgt/Imm9/lJTj5VPM8v6ZGAIWmxitVt8yf2hHOxGSaIkAqUZwPDMHCz9CJpRm4lbiGUGA6XB/9cfQxL9uZDYlMBluw9jz7JUbhrPN2K1GQ04K/X9UXdkXDRDI1F8y4BQluez9cMSEZSVAgvgzAQ2HC8WJRsBDiy6J5Lu1HJxkcn9cTkgZyi/hH3n2G0z8J4QxZimAbUshHY6RmAYsiTAlKWp0rw1sbT+PFwkSwhqBY2pwfL95/n2d7S0DUhgqf6yfchHchip1KlkRh6+2OjSsvkKzqs+jjcCpJKpPIlAaGqMTHSghCT+py3pCj+s8ave4RWELsIlI1qs2+925CZo0ogZdNI4us95/CfXwKX8ziwczSGpLZORrfbw6La6oBDRPFe5eTGqr8evYC/rjgiULoDwJ8W7cPs0V3wr5sGNJ8zkmxsL8pGABiSGssj7vaercS0YZ3BMAxGpMfjvdnD8NjSw5I5gvdc2g0PXR44q0JynBVB5EeO7R6Phdta3lE7z5Tj+ne2I08F8c6ywAsrs/D2hlOCzNfyejv25VXhzQ0n8dEdIzE0TSR7jNaMIDLW3XGmXHHj0Idbc5BMNEFZjC33Xv+UaFiMhuaGgZpGJ86WN6A75V1Y0+hUdV68aHQquEZFmgjXZleqGjv5IiLEhJdvHYyk5dEE2UiQGDJkY2F1I2xON0LN2jJEyfsz0qepp3uHCJiNTDMBX2d3oajGBrOBwSfbc7F8fwFqfCzw0xPCccfYdNw+Nl3z8bQJBMrGi8BGtTURVGWjBNkoB4GNaoCUjTQ7VmvTGJhlRchGDZmNcekcSS3WaExz5goUBKpQnzoDGT8T6Pgl8lzRbFStpLKRooINj+ev26jeul6HOPTMRh06dOhoTbAs8P3dyolGL0gyKZgg7R8CnVl380IgsY/8ekPnAl0n8JfV+dj8XfE3IGmA/PeYwoBpH2sLO6eFWrcnZaPHLfyN/LXP+L1CKt8gkNsogSkEokSmKUy5ilmxspGYQPlFNtInDeER/OuuNcnGoupGrM26gJWHCrHzTLlosW/jiRKU+RTaa1lhEVkJSUCiXyefiTItu0VA+CqffDEMg4W3D0davPw2f7uuLyb07gAHKM8oiQ7T0yX098z202VgfapiHg+Lx5cewuIMdUSjFx//liuaT0TCxVAKMERhxmw04IUb+qs/EBnIWYhmFtAJYG9Ru87mRHm9HSWIxw+eCfjcfR1WeCYoIhoBoVJRC86WN2DjCZXjDgU4VVKPbafLZNfrQhA2vgozUm3WVQO540V0qBmdKVajUaFmyf+LkSEAlFmiEZCzUI2wGHHD4E6S65B5jZ1itBVsBMpGlao7HmgKhIuAbNQimDEwECdPZDA0Vdk2NY1OvBRAotFoYPD36/pJ2lQDgNPtwa9HL+D2TzMw6MV16P38Gkx4bQteX5etykKyttEJDyt+vVc5jVidWYSHFx+k31sAluzNx2NLDjU/56KCnNkoaG5IVP68SYvj34NL953HqP9uxCtruPM2eWAnrHp4vOi11i0xAp/fNQov3NBf9vdRA5LsIZWNI7vG86xDy+sdmgg1AAKi0RcltXbc/mkGTlwQsQxXYaP65S51ysL1hDLQl+gPMRnRP4X/zPIli0nYJUhiKdgUKRuF4+7cau1j5LI6O+75Yj885DzATpAYxJgvLtzMU9WyrLZGDC/qbSTZ2EISmo0GQZPTxuMluP7dHfhk+1ke0QhwY4H//HICsz/ZI8h1btcQKBs1kI1kI/HvCeS8kfzbg6FsVBKdQz6XPC5AZYyGKOSUjY4Gvm0noO0cGM2ck5UY/MlsVALyN5VSNgbaRpVsenPb+fv3glQ20q4VMrdRpMFVhzboZKMOHTp0tCbydwNFh9RvZ6fnPQUc5CA50GRjRAIwby0wZDZEyZbwBOCqfwE3vQ9EE8W4Op9JZWgM8KfVQDeCkPRFVApw509A2ihtx0orzLdlYU0sp8+uKxsVYchsoRpQCqGxQN8pwTkWhhEn/dR0AGolG/3pMpQgq1I68AfstlbIbDxSUI17v9yHS1/djPnfHMQTyw5j7qcZGPfKZry14RQvz+hwkzLQDBeeMS3FDOM2wfe9bP4UfzEthRnKJpwMA8wcldaygOxO9na4+qFsBDii4YcHx6NTjPh2PTpE4IM5w/HARE4x4aYVLii/n8fD4kwpnWwsqrE126YBwA+HCrEmS5v9l/f7fjslT1LRMhvFipQ3DknBf6cN1EQq0CCXfXZYonDpPZ955fyJt9o6c7Ad1P3Fd/ulVSgsywps5r4/UIB5X+zDluxSgdIo3Q9lI0DPbZTNbKTZqEanqD4GKys9Rrj9knQB2UniAkH6dKTc+3LoEFAbVUoBqy0bsBRCTkkqhl7JUZg6tDPCVKhsuidGKM63++FgQcCyjS1GA96ZNRTjelK695twoaYRU9/fiYe+PYgdZ8pRZ3fB4fIgv9KKD7bkYOJrm/GfX47jYH4V3Vq4CV7yycEKn5OldiOeXXFEUTPK2mPF+OEgZ+EttFENsLKReB4rtVH99egFvLI2W7C8vN6BhdtycOWbW7H+WDGMBkbU/nbKoE64om+SpmOWAnn9hBNWpmYjI2g4CBbq7S489+NR4QcKbVQbHW5szlbXFLM/j18YthDqb7JZ4LCEQ0RsuBlmo/oXrqKGIJGCO3WcphBHC2tQ1kAQnQJlI3+8zzCM4JrPLdM+z693kDaq/PuXfO6+tjYb5fXS76BD+dWY/80BeALQaNUqENhxarFRvYiUnGoh1+Dqj7IxLI5zBCKhhGwUU1xraC4TgKZs9JJY5D1qidQebUJriA422ShQhfoqG4Nso2oOFe60BQpPAAAgAElEQVRfzEq1gYiNoCkbwwjLVF3ZGDDoZKMOHTp0tCYOf6ttO5JMCiZcBNnoDDDZCHCWBdMWAl0u4S8f+xDw5Ang0ic4JSJpg1FHFLcjEoA7VwGDZ/KXx3UFpi8CHs8EuozRfpzt0kaVGJC6ncLsymDbZ1ysiE4BBt2mfP3R9wfe/sMXYoSTmg5AMeJZDGTHnz9kOeV8uFgDuhBkY7CVjWuzLmD6gt3YeKJUUNwrr7fj3U2nMfvjlg5pm9MNM1z41PwGHjatQigjLAhEMHY8ZFqFz8yvKyIcbxycwidHaEUHstNTg7o0IcIiIHDnjO6CpfePxcYnJ2KKj1LKbaApG8UnoAVVjbyiZYjJICjSLdpxFicu1MJqd/LsaLUiu1g+i9AuUsQGGGphZu6YdKx9YgLmjOkiKLpqgVz22SGJwuWpknqwLIuzBJk2qHOMpEo1kjhuQztnG8+W01URdpcbTyw7jHc3868XFsDm7FLc/cU+/Hr0Au8zpcV/GmikUjRBLkaHkpmNlPtdzTujCaWgK9sm9U3C09fIuzsIlY3ayEYy59E/G9WLV9k4ICUaA1LUFTVnjUpDTJgZ910mbxXsxeNX9VKcO7Y5u1TV8dDQo0MEfn38MtwwWJoYr7E6MfeTDBwXU581weUBPt1+Frd8uAsj/7MRz3yXiTOl4s/qKis3XxBTNhY1GFWNAb7cnQeWZQU2oIG0UW10uFFcy7+vuip43mw/XYZHlxySzGO0OT146NuD1HzlQJOmXgiVjUbeZ39atFfwLAkmDuZXI6uQKKYrVDZWWh2qc0rtxG/ia6MKAMO6KCcbQ0xGXNNfAUlBQMo2txkiY+e0xDiRFdWhoJaYs8tkNgJcQ4QvyIYfNRDYqBLvWbL5RyoH2he7cyuw/Uy5/IoakVtWj//7+TimvLsdl7++BdM+3IkPtpyRJUJFQWsylIKHmH/8kWxUSfijbDQYhWQRAEQqIRtNwgZkJb+dHGjKRiuFbNRioepFAsWSO9h1IPJ55nveyLphoJWNgDIrVa3KRquubAwUdLJRhw4dOloTlXnatvs92aj6ghxw9b2BPymNIpWN/KIkAHHZx5j5wMBbAZOf3fZUsrE92ajqykZVmPIGkDJcfr3e1wETnw3usYhZaapRvAnIRsok3qXdwlMACtloY0IQF8G/L4JJNh4rqsFjSw43Z/HQkFlQg0eWHATLskiKCsEzpmWYaDwi+/0TjEfxF9NSyXVGpMfh5VsG8RcKsluanqck4auBxM4pq+fZelqMBvzjxv4Y2z1BYMvmNlCKe5Rn2skSfjG5Z1Ik+nXiF4kW783Hde9sx4AX1/tlu+WFR4HkxeYRIQxlijK9k6Pw0rRByHzxGszyVZ0CiA9X/uxOjLRg8gB6wcLjYSULlzWNTpTXO3CWUA307xSNDX+eiP/NHILR3eIRF25GdKgJA1Ki8eKN/bH6sct469ucbozo4kcxoo3Asiye+e4IfjosXnz3grSq1ZKR54u+VGUj/7oxEvfMqeI6gcUiAKDbRKBDX1XHkG4owwjmJG+ZxcjgsSt74aM7RsBslJ+Ck5mNWpWNZGZjmT9kI60oGMAxkdXhwvlKK0rrbDzrZn/BMAweVJGVN65HAgY32aE+cVVv3Epk1orhmWv7YOrQzor3QdoIakVKbBh6JsmP+z7Yega5Ytc4BXaXB98dKMAN7+3AxuNCxVmlV9koQjZWO9UpNbIKa3G2vAGRMpmNHg+L3TkVWLo3H0v35mN/XqXi64QkVRIiLIKmAxIsy+Kfq44ps/32sPg2I1/0s2CRjcLMxpbz99TyTOzJbf3C6VrS9UBhZmOoiqxTGkKI7xiWxi8kn7hQK+m6cecl6ar3aXcpGOuKFNxvGtHVb+eCykbiuhSopoRjPrKhhxyjqIHQRpV//9Lex0rwzR51lrpK4HR78PzKo5j05jZ8tuMsjhXVIq/CikP51Xh93UmMe2UzvtyVp+5LBTaqSpSNf2AbVRK0LGglsNcJ6yKAMitbQEShF0xlY5NijlTh+fP3J9CUjcHObCTOm29UCBkbYgkC2RhGzInI5x4gJBvDKc2jAhtVXdkYKGjU6+rQoUOHDk3QOquwyytAAgZykOx2cMuC0XUn6DoiLA5IGwxS2ehFLVHMJElKrTBaxMO325JsJH8Hj1tIRuuZjXSERHH2u+ufBzKXCDsQQ6KBUfcCV/xdu62JUogqG/2xUaWRjf5ZePK3FSernEyIwGoumDaqH27NkSUavdh+uhwH86sxpXcEkrZtVLyPOcZN+Mw4A8V2/v1uZBjcN6E7nriqF0JJez1a0YEkfDWQjRln+UXDIWkxgv17PCy+3ZuPkQ4GJE3mAYNtuXW4oq9w4neKIBvDzEYs3ydujxmo8n9qnPw5aPSI3IMKizJmowGX9eqApT5/R3iIETU2RlHh+NnJfXn5TyRyyxt4ajiLyYAOkSG8zLMzpfWCAne3xAiEmo2YNiwV04YJCQxSJeF0s3hzxlDcsSgD5yuV56m1Frp3EH8m7M6pwCqKykcK/iobaTaq3t/K6fbgtbXZgoJica0NV7yxFVf2TcLLtwxCUnTTc5JhgFs+AT6/XugiQEEHVGNFyL+wzHU5nnPNgwsmjOmegCev7q347yiq4f/WKQHKbCyrs4NlWW25cUFUNu7KKceXu/Kw8URp8/3ZOTYMs0enYe6YdEEzixbcMDgFx4pqsWBrjuR6PTpE4N3Zw5r/bzAweOO2wdiVUy6qEouwGPHenGGY1DdZ8JkUyMK8VpDEtBgaHW4sozzT5WBzevDQ4oNYMX8cBqW2FEarmslG4TPZCvXXREmtHcmEErfezo0jPB4WX+85h892nBU0u/ToEIH7J3THjJFpktf1OYFls3wRdHduBc9CXA60XMNAKjR9QZKN3nHY0YIarD2m3ercHwjOgUIb1fgIC9ITwgU5vlLoHBvGe+eS7+y0+DDER1iaiXGXh0VWYQ1GdhVRQwEY0z0B88Z3w6KdZxUfg6KxqGDMxyA1IRo3DE6hqmGVwAliDErGroiMNbsR72zRJhuF8N6fXkRYpG1U1YC0yPUXLMviqeWZkuMSh8uDF1cdg9Ptwb2XdVf2xQHJbPwdl+Xl5jtalY0nVgMrHxbmlALA9jeA0hPALR9JW4qaQvhKPJoqUQ2omY00ZaMfZGM8pYGKtDINNATKRp+/mdx3UJSNxDkTs1G1kjaqFGVjuJ7ZGCzoykYdOnToaE2o7I5vRmuSjWIdWcFQN3o8gJWwSCEHAiTZ6KgXPxckCRkospFhxMmVNrVR1TMb/UZIJHDj25xl7/VvAJc8Aox7DJj6Abfsqhdb5zcWUxiqUR0qzWwU2Kj6QzZSbFSNYQgj7B+tjuAU18rr7VinMi9wcUY+uhWvQwSjvGs1grHjocTDguXxERb89bq+QqIREHbwe4sOgt9APXGwjyi8jO7GL5a53B48uuQQXliZJUrSNbChuPuL/fhom7DQfpogGw/kV0HCMc5vRIWacHV/+cJ8o0dkqqLi3hzZlT+JLKhqVJTr+Lfr+uK2kWmS65CqxgEp0ejXiV80OVNaJ1ASydn2WUwGgTojPMSIFQ+Ow/WDxJWW5PqtiRmU8/S1RlXC/G8O8IrHalBSa8M/Vx0T/ezdzacx95M9uOeLffhk+1k4KBf4puxSXP7GVjy1/DB+OFjANU10Ggzc/QsQr7D42ISZpq34r2kRAPWKwkApGxMiQ3jXu8PtQbVVo6KOqmzUTjZ6PJxybM4nGVh3rITXCFBY3Yg31p/CtW//hmNFIgVFDXh2cl+8dutgUZtlAwPMGJmKFQ+OQ2Kk0H6WZkdpNDC4oo/6PL5Le0nnKyqFErJxX16lX0pKh8uDdzad4i3zkkpiNqo2qCeHLSaDgICttzvh9rD48/LDeHHVMVFVfU5ZA55dcRTPr8wSVTmW1tnw/ubT+MdP/GdDdKhZVhW5TUG2sBIET9konpm3eG/gVWFKIbi3FNqoMgyDuWO6qNoXaZNK2qgyDIOhqfzC9IurjmHRjrOotoqTQs9P6YdHJ/WkjhPIWEcyk5gHlgVOrgWO/Uh+AGx8ES9dlaDa3tkXHpJsVGCjKshs9Its5D9TSBvV1LgwRGi0tA9Unq0Xa7KKFTdAvbwmW9CcQIXA0UQJ2UjaqP6ByUYtmY0nVgPL7hAnGr04+Qvw7Qzh/MsXgugLhYpIKZBxRF5YvcrGAJGNhQeAVQ+Lf7ZoMrD6Cfqx+AtJZeNFbqOqKxsDBp1s1KFDh47WxPA7tW3XWjaqLCsejh0MsrGxCmB9JmiMUTh4MIUIvfjrhFZOAnvV6ACRjYC47WB7s1EVZDYGOIz794rweGD0fcC1/wWu+T9g2O2tS9T6rWxUmNlIdln6QzZSri3WFIpwoqM5WDaq+89WwaUy2OdIQTVQfkp+RQLR9bmCZeUNdnpGDy27RaBsVPcbsCyLvYSycRTRmf/q2mz80pR/J6Y0aQC3z5fXZGMNkZN3qoT/jgmge6EoZo/uIrhexNDgUm+j6ovk6FB0jg0TLBucSp/c//OmAXhgorzd4uHz/AnpsLQ4gZXh6dJ6nC3jn1syL0kMpOVnnc2FpKhQfDh3hIBkvnt8V9w2Ut7ikURqrPizpney8mdg345RuKynkDBhWVZzHt2e3Erc+uEuFFSp68wurbNh+sJdAgWwL3bmVOC30/I5UFaHGysOFuLJ5Zm45OVNWLTjLNiOg4FH9gOzlymz4m7CTNNWDGdOoaRWXcc8SSBpzWw0GhgkiBBnmkAjG/2wrH9rwyl8IWNbV1pnx52f7dVMQpOYMSpNVHFzdf9kvDZ9CGJF7JalSKdam0tgB6wEt41IhZlkLjSgzu5CnU16/1UUYkUNNmWX8u5Lr7LRSWTr2lgzPCrLTKFmA3onR/JsQAFOVfm/Dadk7ZgB4NuMfHy2g69IW5yRj0tf3YI31p8SXPdbT5Xhni/3SxKBtY2BIQmDoWx0uDyCHEkv0Xcon27xHWyMTCeKt7Qxp8i7fNboLoJ3Ng29kyPRi3jnksrG7OJaZBXxCbhjRbX498/HMealTXhtbbbA6cBgYPDUNX3w40PjeMsZBnjiyl74/O5RvOV22njQ4wZWPwYsmQlUCseS2PkOoj67DN9dz2BUV235jYkxxHhCgY1q1wT+svJ6O2plnh80NBDKRrJZgGEY9NZopZoQEdgsYDX2qG4Pi8UUS2QBBE2GSmxUiXV+1zaqEmSTMUS9M4K9DvjpYSjyWcnfBWQspH9O7juoysYAko0F+4EvbgCq8igreIADnwPLbhda9gYCapSNwahJydmoejxAAylooDR3kXVGnWwMGHSyUYcOHTpaE50GAz0mqd+utZSNNLIiGGSjmIWqQeS1JJfbaK8TkrFKgsGVQpRsbEtlI0k2OoXKxmAHg+sIDEQzG1WQjWSwvVKy0Q8bVbdRfFuPKUzQzd4YYLKxot6Ov644gkeXHlS9rcPt4Tc3KITVLiwasCxHbIhC0CXbtL2fysaCqkaeqsbAcJmRXlTU2/HlrhYlg50VIRvZlt/u7Y2nmxUdbg+LM2Wtlws8Mj1OkZ2k3eWGVSyzUWVRhlQ3bjtZhqzCWsranEJUDoXVjdh5hm/RM7RLrKDwufdsJWp9rFYZBkiLl+/yjSbUAb52raSS5ap+yZjQi9KxK4EelIy3CzU23HdZN9ntk6JC8NEdI2AQkX/YnB56AVYBimtteHJ5pqptXliZFRSb2SqrE//++ThufH8HFvyWh3OJl8lvROBO03pUWZ2KraXrbE7UEeREcrT25zZppUp9fsnBaKK4PagvCrMsi/XHLuDDrWcUrV/R4MD7m0+r3g8NYqqVRgmF0raT0go3NVaElQ0OvLfpNKa+v1NAFikF6RYqR2Yrae6QA8sCB31IrEqreGajFgvVqUM6IyrUjHCLUfC3fa7C0nLhtpzmZqDFGfn4+49H6c1BADZnl2Le5/uouXvRYYFRHJGkTCBAjrEMTIvKPZg29lJIjg7BVaRrAa1BU2R5dKgZX84bhY4yz7tuiRH4/O7RIPvOfPNwswprcNuC3dTmCrvLgw+35uCp5YfhEWlgMxJz0pSYMDxxdW90IiytqdfXxn8CB7+S/Dtgq0b4d7MxNkabdV/XJKLoTirmROYUESEmwfnN06huJEl0slkA0J7beN3AwM3ly+rsko1IYvj5yAX5lQB6VrsUyNiLtqwrBBtSDa5aVI1Hlotn9NGw7zN6zEhQMhuDbKPqdgLf3Q04FTTknV4H7P1I3fcrgUDZ6PM3k8fVFjaqjVUA6/ObMwahgtELcrlVt1ENFHSyUYeOPzIcVm4Q/NVU4P3RwMJLgVWPAUVC2zgdAcQtnwCJfdRtQ5JJwQJtkBUMZaVSe4MoYtJaksX/fy0xGQhP9KvLXgCxYOs2VTYqyGyUyifQ0X4Q6MxGljKZIsPaNVh4AlwG21tbC0Q/y6tlsSaLfy8G0gKpuMaGWxbswtJ95zUVZ5OjQ4E4eQKFxGmneCck1baOVnQQTL6UEQd1NicWZ+Tj2RVHeMv7p0Tz1G8rDhbwcoPsMhlaJ0vqcOAc1715rqJBshgbKDAAbh2eiq/uGS1uQUugssEhKGIDUG03RaosluzNl1TGHi8SJyJZlsXqzCLcumAXxr+yWUAuJEZYBMrG7GJ+o1Dn2DBFf3uUgGxsKSBWNfCLibHhZkzqm4QUFcq3ASnRVFK1zubCTUNScM0AcZtbhgEm9U3CDw+NQ3qCeMdyiMkAk5xXrQz2nq1EVqGygtL5SivWHxdxPQggsgpr8erabEx7fRVQpK7hYZKBG1crtVIlny8JERZF1w0NYrmNmiFWHFSpTPj5SBGuffs33P/1QQFZIIWVh4o0K3B8UWN1iioRSZtRq8OFpXvz8cSyQ1hH5N+RCh6llntHC2pwzf9+w5sbTqFIgf0pCbORwc1DUwSNDcU10r/p8C6xAotJLWj0aXZoyWzkn4vGpncNeYw0hJmNuG8CZ1HMMAwiCWK0QUXjUnm9AxuOl6C83o5/rha3VCaxN68S3+wRVzFN7K2+kUMMwbBRbSAtVC2m5szKDlGBU4WpydF96po+PMIPgISyUXwu1TMpCqsfvRRdRTI1zUYGD1/RAysfGo/OsWGCvESvstHl9uChbw8KmjbEsPJwEZbvF+aZltXz76nEpnNKqidFieqaQmD3+7L75r6gFkNzP1G2rg+mDeuM5FiZe4xS6Cd/U625jeT5Fcuh7aMht9HAAHPHpms6JjFoeecpbsrRlNlIKhu1v9/bPaTmtVryGgWWxP/P3nWGSVGl3VOdJ+c8QxhyzjkLqIgCooioCCqKAfOaVr817K5pDWtcs6CgKIooKqKg5DjkNOQhTWACk7t7OtT3o6Znqu6t3DXEPs/Do9Ndqaurq+59z3vOUUDFcc5yVAxNomyUuNaklI2kSk8J+3/lPpNabPyQU/oZCUrZyLdRJZWNZ8FGNXBOXRXAmjeBDwYJ32dMwK4F4qRzeEjZ2FTQNeLcvHkzNm/erOhxL7ZOCCGEcJ7g4DLgzU7AT/cDR1YAJfuBwl3A1jnAR8OAr26kff9DMAYRicDtvwE9pkL0NhydCbQeLXztbNmoSg2Q1XRPaYWYspHEoWVA0V7ha789CcwZx13DAK10NCqvMQAxleA5JRtVZDaGlI0XBsQKMEFlNkoU5CgbVe1FqNUHi3HrZxtRUCtOIDhZG5buERb7jbJR9ftZzPwyB8dK9d+HxnVLBzpfp0kVx5qs+Mk3UPS9QikVCXFvWH+wAN9vOYniM8TkUqHT0+dn8frv+9H/xeX4+w+7sO6wUEVXXusREBI7Tgi3L2ajWgvh9bbjJLcOaaHaVBjQKgGv39BNtcKmtLoOdSIKTa33354E2Ugq7sgO/z0iZKPX58cj3+7A/V9vayBpSdwxZzMKFNRFaou2ZO4RX9lI2iHGR9hgMZvwzNUdVW3bYmLwzNiOKJIpvm08WoYKgozp2SwWj1/ZDiv+NhyfTe+DzDjpa9hkYjBQxF5VK77fKt7cQOKnHflNbv0bQCyj/fcSzdTCBL/0fYMAmQ2oN68xgOQo4fq6bVQB8eKghmfKO8sPYtZX23Tdd5weH7ZK/P60IE+CGKyqJxtZlsUnq4+g34vL8eTCXVi0LV/QoMAA6NtSeF9Roww6UVaLWz/biJJqdec/NdqBqf2b44kr2+GpMe3x6vVdse7JkfjvjT3QjFBIF1TIq3oTIu2Sma9awLc2LGvIbCRcDVhumVsHNFdUNTmsJrx/S09Bo4aYOkoL9uRX4JvNJzQ10czdcExU3TYgO4FqItGDpiAbSZV7uL3xexjbxZi50KwRrfHno8PwzNgOiss+dkU78QxfqQZQGTWXFFnaLzsBj13RHjHh3LoerzjZuGxfkWi+pxQ+W3uUqm2WVguftUmR3OewW4TXu+h1tnWOJjeNwXVrEI/GsYfS93dD70y8en1XMErNVyLuPCzLUk4k/7doN/71817NpCOpbCTJRo/Pj8PF2onMRy9vp4nkVoLdqr3s7bCoJAApsjFkoyqA3HxHj7KxWkdjWVWh+OukK4MRGYdShKXXxQk9SBWeVmXjzm+1LV9+DDi5Sds6SiDrF766xhoEaaMq5oYRLEiC1lkOlB4GPhzKKcrJ2qDfC/wwE5g3iXZrC2U2Nhl0kY1Tp07FtGnT4HKpmzD5fL6GdUIIIYTzAIeWcfkBThmZ+IElwNzraEVMCMYgPB4Y/y6Q2Vv4+pC/AQ/uAFoOFb7uPkvErxTZ2BQ2qrXC4jmlbFzxCncNVosMEI+uBOZdB6x4uWnzGgHxQfJ5ZaMqktl4NnMHQ9APsW7Ps5HZqGUf4IoJD3y9DR4f26BYICH2ulE2qmsOlTQQY3oQ7bBgQo8MIDIJ6DZZ9XoFzcehFOKTQCllo98kLDos2HAYjy7Yge83EVaBMrZCfj+LB+dvwzt/HpJUdJw848TE99civz7DjCTQxJSN1ay49dfBIuNtuqPDLBjfXXgvDhSm1aKspg4eMWWjxqJM66TIBms5McwgLEMPFVdTFnQv/pqLH7adkt2P0+PHQ/O3ISlSmnhRWzyLsgs/Y3U92ejy+CgSP64+X+6qLml48doukBMU2iwmvDOlBwa0SsBpGeLr9z1FyCFInRcndsG9w1tLqhlJ3NKvmarl5HDyjLoxaL5BWX5qUMVqV4bXsnb4YVKd20jnNepToweQHE3YqFa6carciTf+OIAZczZj2meb8NTCndh4pFS5mVisOKjSRvW33YV4/Q/t2bl8GEHaSJGNAWXjK7/tx79+2Scg+flgAaw8IMwDOqqiGea/yw6qzna0mhj8dP8g/HNCZ9wzvDVmDmuFG3pnNZAwJAEtqbbn4YGRbRAVBJEX5bBgYOuEhr8ra2owxbwcg0xCBWEmU4xbzUth9rnw3T0Dcd+IVtR9ycQAV3VJxcJ7BmFEu2TBexH24FQ+Hp+fclpQwtGSGkqJDnBKy+eu6QSzCqW23BI1bq+mRn01IJ8F/Eaeib0yRVVmUjCbGIzrlo6hbYVNIgmRNjAMgxlDsvHtzAGSmb4MA3GiEZAc73hFxikBVLu9yBP5TZHEHqlsDDzrv98q/7wmcaComrJXJ5sCAkQ7OZ4QtQw/ulrT/u2MFz1NnE10eowD793cEz/cOxATe2YgKcoOu8WEpCg7ru+ViUX3DcKr13fjFKRK4yFiDlvt9uKOOTlYTmQqV7q8+GTNUYx8fQXeXn5Q1bXq87PUNcj/7bo8PsyYk4MvNxwjV5WE2cTg8Svb4d7hyrnZWtAsPhwJEdoa1bo3U6k4oxxN1CgbiWfLxWyjKufkokfZqKNhVnLOdTaVjQBXe3UGSTZW0Cps5XXUNe6phlgdIXDuKCef4MavoiDPWU0xMHeiTIZlPQ4vBxbeBUF3IpnZ6K5U1zAQgiJ0e2noGSwZPcAK4RzC7wP2/wb89ndOGffHP4Bj63DW2opD0A+PC/jhbumiNB8nNwHr3mn6Y7qUQVoptBnNWcSRZNGlZqO69UtgxYvK21jxEpD7s/C1KAPzGgGJzMZzqWwUIRtDysYLE2KTn6YgG6m8QG0qmUXbTzUUSKXJRvo3YZSN6vzNGuxiCJgY4PUbujcW3a58GUjrrrxiWjesyn5E8m1SeQRwVlo5J4W/RSvDnQMHiOKDzOR79ro8VVkx+RUuPPD1NrAsi9QY4ffiZukiI5mjlVJPQOwnyEY5Yk4NUqLs2PjUSDw8SmgXfkolcRSAETaqFU4Ppn66STY/cMnuQsSGNRZ6fH4WB3jnJL/cidnr1GWGuTx+sJAeC6smGwllY8A6spwgKsKsZoG95k39muHXB4dgSt8sWInieIuEcPz+0FCM6ZIGl8cnyJIksSmvDD6eyictxqHZCm1UhxQMDlLdqNaJlbLta0IUIxaH/Oma1lnr7wwAKKpUp2jLJ1RqaUEqG0mV0B97CzHklT/x9vKDWLbvNFYeKMbXm05g8kcbMPbtNfINCGI27Sqs61mWxXt/qctnlENMWPBFWSmVfKXLg79yi/DBysOK2/ARKjglZeOZmjos3pmv+hg9fhYLcqQLhKQiW0lVDQDZSZH4dHofKhNWLSb1ymoktGrL8GbtM3jJ+iliGOH5dDAevGCdg9EbbkVkXSkeHd0OJiKI8dcHhuD9m3uhYzpdbNZCkokhLSYMJVXaFSqlNeK/z8FtEvHulB6yz0YG8vchr58NKsdWDGQOJF+tFu2w4qWJXVRtp0ezWOx8djTentIDrZKE8wf+M6dvy3iM6iBur82ynMKc/F0cLanBM4vFGww+WXcCn6w+Iloj3F8o3mRLnkOSfAxYBattVOHjxBnhdVxK2ahy9znSRtXrZ6nPTTWBqkA4uN9wj2ZxDf9944bu2Pz0KOz/1xhsfnoUXpvUDd2zeCSY0niIRzZ6fH7cOScHfxJEIx9+FnjjjwN450/lezVp4wtwVr4B/PjBWUgAACAASURBVN+i3Vh5QD7rlo/2qVFY+dhw3Du8dYMdsFGwmk24oY8EGS6Bm/uptHGlstp1kI3k3P5igtHKxsw+2pY3WYB0iXkfldloBNkosw3nmeAzG/WoYI2+vkxm+jgCtQZSoHA2bFSLc5WJxgByf+Z4iwBsEfRnIQnhEHThrMzMAgpIs/ki9qK+lLD3J+Ct7pwybsN7XObf2reAz8cA/xsEHN9wro8wBDH4fUDur8AnI2mSRw6bPw11dzQlaoWd0QivL8zZiGLOubZRJS0RjICUjarPA/z1b/XbObRc+HeUtiKgIs47G1ViwOjzhjIbL1QErWzUa6OqrXD9A69DPGCPRsIl8rpRNqr7CvQp78KsZnwyrTdGd+QVx+xR8N36E370D4GXpYfBXtaEo+ljgWk/I69aenImZof4wuK9OFklLHxZwRUUSLJxT7H4c9XnZ/HpGnXEFgDkHDuDHScrcE1X4X3PLUL+1rCN33uY1YyR9UXDg4Sd4Yh2wWVU3T28FcJsFqTFCq+zKrdXU95aaZDKRq/Pj7u+yMGmPBkXBwBbjp2h6EG+ler8Tcc15cqR1mt8tFBNNgo/Y0BhRVqoxoXT56J9ajRemtgV/50iLK4kRtob9n+aIL3CbWY4ZArpw9slay7+mUwM3r+lJ/pnxysvLIF2qeoKUR3TdBSsdIPBl77RyovxMNc3CgB0KxuDt1EV3p9PnHFKXtN7Cypx/QfrBYS7AGJKBBXKxj35ldilMoNTClEOC3oRtsh6IKVs9PhYfLxa/f2X3KZcY/XmvDLN2bhrDpZIvpdKqF3VKBsBjjCaN6OfpuMAgOykCDw4sg33h88L/9dT0J2RV6kmVe8HvpqE8qpqgQ2t2cSgjUzzQjA2qhYTg6u7piHMpr3uFCaTizqmSxqWPTIMM4dmI15EIcVCqLKzW0ywmoX3TKOtVEkb1QjCovyabul4Z0oPWfL28o4pmHtHP0TUq+kDSvkAyolnjpwy958/70Wbp3/FjR+txy87C7CvoAIT31+LnFPixF+lh8G/ftmHF37eS/12pLKT3UQTG0U21j/H9EQGk4R4CfEsl1I2ih0HwhOoZZRQDm6+2UOtog5QJhF4hf5vc05g/ZFSmYUb8eayA4oNFKSFaoTNDFP9iT9WWoPvVNqgB9A6OVLWnj1Y3DaohehvVwzdMmMwqkOy8oIAXRNQY8VJ2ahezGSjXGajRqINAHrdpm35DtcAkRLfpR6iWAlyysbasuDJxlR1TSRBr6MEiqitv89TysazYKNaqb6RCwCw+ZPG/2eYUG5jE+GskI0HDnAD0dhYjeGnIZx/2DIb+HaqdCjt6T3AnGs4m84Qzh9U5gMfjwDmTwGKdmtbt7oQOL6+aY7rUoffxw06+Iion5yQZJHbeJs7UZxNG1WSbAwQrQd+o61R5UAOagxXNorZqJ5DspHsYg0pGy9cBK1s1Ek2ylnaiIBvUUiq4wIQVTaKdD3rAdUxrhJ9W8bjsvZ0F35etRkP1t2DQe638apnMhZ4h2KBdyhe9UzGYPdb+CbrH4AjGqdkrBnJwm5RpQvzN5+Ah1AU2sEVFByM8N7658FK0cL0hiOlsvsVw7c5J9C3ZbwgG0tMEViDxmtrbNc0LNx6Ele8uZJSNs4Ykq2YsyWFy9onY2p/rhvcbjFTiiot6sbSardo9qTa+++vuwux8ag80RhAwD4xAH6hU4msJCF3tWbrVDY2kI2EFW2cTOGsWZxwX3w17ukq4fUb5bDA45M+8uOlNXB7tTcPRDusmHtHP7xxQzd0y9RWUOFs+TJVLTu2a1pQ9pBa8Y1vOPb51akk/vJ1w0p/VwDqyUZSOZ0eG6yyUdv6FU5Pg2qagpgSQYWycV9B8HEA1/fKlMx89ftZ1NZ5RXP3SMgV0cl8XLWocnllraKlLFnlIEdOkWpXMbW9FEiFbUKEjcpw46NbZgy+vrN/Q04echfDdEJlc3HBDtRt/Yran5wtKUmOaXkeje2ahuRoB3prJKXDbWa0V2hayIoPx1NXdUDO06Ow49nL0UlElRlA25RI6nOQ5EywIBu6xAjWa7qlY91Tl+G5azqid/M4NE8IR7uUKNzYJwuLZw3GR7f2FpC7ZAMLSS6SzyASfhbYcKQM9321Fde+tw5naj2itu4AGpqJPl+bh192Ced9eyWazEiLc7dPnGzUqsQHgHbEdUbaqCbWj2csZhNFZlLPx3ZXadp3JRuOTf72AOicaVmotFFlWRZfrldvZ8qywLyN8stTeY28ccvXm05oNjzTarWvFclRDnw+vY9okxYfbVMi8fG03rCodUzQZaNKkI0Xs42qRWZeq0fZmNYV6Dhe5b4dwJBHZd5vChtVOWWjAWRjr+nalm8xBEgw1pYYAF1L8Li4OgT5+ZtE2UicM/L3pIQ8wuaaym3UNu8LQRyqZmWLFi0SfX3x4sWw2aQnFz6fD6dPn8aiRYvAMAw6deqk7yhDOD9QuAv4+WHl5Xx1wILbgAe2NSqVQjh3qC0DZl8NlClbAkmiSkcQcwjKcJ6BoCxpsjTaAlwSNqpEx3bARvVEkCHW0UYrG89zG1Wfu7GbLIBQZuOFATFiUW5SRkLMUlcMlI2qtvwEM687X4xUBMRJyFqPDyzLBm2HlBEbhuNl2tXVO0+Wi+4/UPQuQjze99ET1hP1+zp1RnqfJNn47eYT8PlZ1BHfSUDZGEYoG49V+bH1+Bn0ai7sppRS3MjhWGkNGIbBm5O7Y9IH61Ht9ooW92rqv6OMuDAs31eE77aId51P/3wTXrmuK75Yf0w1WWdigMl9svDcuE6CAk1GbBiKqxqfK/nlTnRQqUIrq6lDgogdrNqizFwNhTUSe/IbiwFGKXQtJgYZsep+ezTZyE2kycIvqULhg1SWFla64POzMJsYimxQsvdce7gUs77ahg9u6aUqu4wPi9mEiT0zMbFnJj5edRj//jVX1Xrju6WrVjlE2C24fXBLvLX8oKZj0wsX7JhW9yTm2F5GB5N0fk5J8kDMOn4HAmluatVnBYSNamp0kJmNUdozjnILq7D+SCkGtiLmcjqVjXqbRgLIiA3DfSNaC17z+1n8tf80vtxwDGsOlsDrZ2EzmzC0bSJu6d8cw9omiT5/pGxUg0VeaQ0SJDJb9di/yq1Dql3VEtkAsP2E0CJsWLsk/N/Yjvhuy0m88+dBgcXy1P7N8dw4IrNw86eq9wUAkbvmAHi64W+yCYVaniDpruqSigqnR5FQbZEQjn9c3REAcHP/5lgg8YwTw4QeGartW00mBjFhVvRrGS9QwfNxvMxJ2W02ubJRIusy2mHF9EEtMX1QS9H3+YghlY1EIw6prpeDq17tVyf2HAcEzgWfrD6Kq3kODVLNCS6POhvVG/s2w0KFnGU++mfHUzbnpLIxkdfcY7eYBVEBlLKx243AsucBj7ox3QLfMLhgh81skiWxKSiNh+rJxuNltaKZpHJYuqcIT4/tKPk+2UDBJ613nNBuQ0iSu02BblmxWHz/YEz7bBMOF9PfzT3DsnHviNaUu4Qs9CgbyebQi1TZWFDhxLu/HIaUX9VfeS4M9Ppgt2hUok/4H1fjJEkjPiwO4PrP5VV9lDrPgGtQjmw2wkY1vTvQepR6cc8Q6UiQoEDWErxOwCPSUCpno6sXpI2qVpB1VYpsDCkbjYCqu9qTTz5JDdRZlsWzzz6raieBQs+tt96q/QhDOH+w4QOAVWn/4q7k7FWb6uYWgnqsfDU4ohHQF8QcgjJIsi08gWvlB2hlmo7sB12QGiCR6kEjIJXZKDZQ0QKjlY1i9g/nE9lIDlqBprGsCMF4BKtsZIiuWymykSSjNd7TO6ZF40QZtw0tNqosy+XrOCSsyQ4UVWFBzgkcLeHuL62SIzCpVxZaJwvvf9f2zFBt/cTHmVoPjpfVonmC8PdA2nOlxTgERcwAsSmnMCyqdMHvZxssowL2gKTtp03CRtXJ2rHrZAVFNjLQTswG1umQFo35d/XHvfO2wl1B36NqWQc6pEbiWJlTlkCrdvvw8Dc7MG9GX/hZ4KtNx7EnvxIenx8pUXa0S41GaY0bpdV1sFlM6JEVi8l9m4kSaRmxYYLCthbVZmlNHaJEbVSVpy/OOp9mRSIfuYVVDcRcgkrbLSU4rGbkFlahc4ZyYSFawka1jLRRlTm2hAgbbGZTg7Wfz8+ipNqNlGgHpWxUgz/2FuH7LSc15x7xMWNINo6XOfHlBnkiuGezWPz7Wm22Tw+MbIOjJTX4aYe8ndLEHhlolxqFj1cfoYrJWnAacZhQ909MNv+FW8zL0NbEK2xn9gH63InjMSNR88HGxnWq1BWySFIlmMxGlmWxW6d96cKtp4Rk44nNwOE/6QVX/QcY/BAQ10JyWxlx+gnThAgbvrqzHxJ5RF6N24v7vtqKFfuFY8k6nx/L9p3Gsn2ncWWnVPz3xu6CZ1Cly4PSJlLQHC2ppe7pAfTNjkeY1awpy3i4jKU1mdlYVlMHl8cn+bzlY8dJIRHQIysWcRE23Dk0G6fKnZi9Lq/hvXhShejzAsfWqvsA9Ygs24Mo1KIKXNExUYKQDYC0UTWbTPjunoGY9dVWbDsuTmIMyE7AW1O6N5C93bNicXnHFPy+V7lhNsphwd1DtSk/NhwpxbyN0nnSpFoeoDMWgwWd2Rg8YUGqvkgbVTI3WA3EbN0B4Xhp+4lyHCyqQpuUKPj8LHIlMhtdXnU2qn1axKF38zjkHFNXNJ45jP7+pZSNAGC3mgS/ZSqP0xEDjHkF+GmW4r7z/Cl4xzsBAGclqol4UWmjqueep6Q0JK8/PlmvxwlBq820XmTGhSM23AaAJhun9G2unmhkWWD/r8DOb4Wvb50NhMcBfe6gSYwALgEb1fxyJ67/3zrYK2shYYqDNSfq8PkXW/DptN7asrdtEcAtC4FNHwKbPgbKeWNKkwXoMI6rQyvZh55tZWNtKVcn50MPcXbdJ8CccUDhTvnlxrwKtLpM+/bVQEzZSNYLLQ4u39FokDaqWkHapoaFbFSbAqrvanwblQDxKJdLAAAWiwWxsbHo1KkTpk6dikGDBuk8zBDOOTxOYPd32tbZNjdENp5r1NUA2+cFuREGSO9hyOGEQEDKRhS4NG1UA0poKV99tTA8s1GMbDyHdifkhIQMsbZFAqaz4pIeQrAwOrORlbJRJQrcWvYBYErfZli6hyvYOTXYqAIc6UMWP0uq3Xj02x1YeUB4D1i2D/hw5RGMbJ+M/0zqhvgIG06VO5FXUiMgTbRg+4lymmwkOuav6JQqKK6eOFOLOq+fIgYYBg22UF4/i5IaN5Lr7Qk99cdG2pdamXqykbBRdcEqalvZKkl7owB/nc4ZMfjz0WE4/OM6gJiD1sABP6tOqVfn8+P/ftyDJQ8OQb9s7dlDAZAEgxaysaymDuk6bVSDVZDU1vmQV1qDVkmRuKJTKv7aryHrWuaYxr+3Fi9P7IJJveUJO0rZ6K5XNpI2qjJ2YAzDIDXGIVAF55c7kRLtUFQySmH2ujxM6p2pW63MMAxeGN8JbVOj8MGKw9T1EGW34Ma+WXhkdDvNmWtmE4P/Tu6O7lmx+HTNUWrbWfFhuHNINqb2bw6GYXDboJZYtq8I6w6X4PstpzSRQAG4YcMXvivwhe9y3NDOjlevackVF+st8VOIYyiscCmqvavdXkoxojez0eXx4eFvtmPJ7kJd6wtsj1e/Dix/QXzBLZ8DO78BJs0B2l4uusiA7ASkRNt1XXutkyMF93G/n8U987Zi1QH53+Vvewrx4HxOkRs458dK5JvnzCZAx6OG27aMMj3aYcWEHhn4epM0QcWHw2rCpF7S94kIuwXRDotAhVhU6aKedyT8fpZSHXXLaizckarDYlJt5KlV33zMP144G8hGJWUjSTZWu73IiA3DwnsG4pFvd+AHQrH24S29cEVnutHwzcndMWNOjmyzUrTDgk+n90GzBPXqizM1dbh77haaYFJAtVs7UScH8p4lZ4WrFqRanlQyalE2BiBm6y72+tGSGrRJiUJeaQ2lYAzAraRsrCcbGYbB+zf3xOSPNuCoQvbgk2PaY0Q74dzT72cpso3feGQjiBHRa6HnVM59ZskTks2A+/xZuKPuMZSDm/fvLajEa0v349HL26p7ziqRVPXNp2SepxooXU/k9cwnG1OitT+zgtO+a9gPy+KgRCZxUZVL3b3A5wF+uFu8PlpXDfz5TyDnM44QS25PL3MJ2Kg+/M125Fe4kCYxPwSASoRj1YFivPfXITw0qq22HVhswMD7gf73AfnbuOgnix1I7QZEqsyeJ10Z1KhSlSCnjiw/Tjw/GXG3CCWExQG3/QqseBnY9iXdeJ7RGxj2hOR4zBCIZTaS9UKN9QbVsEUCjFm67qGEdmOEf5NNAWTMVQi6oOqpk5srtLtp3749GIbBtm3bEBbWRBdQCOcXqgq0d3qUHQH8/lDR+1zi6Gq6e0Yr2l4BxOrvYg9BBrWkjSivoEuRjWfLRlWKbDR4/946emAUUDZ2HA/8JWW4oQCTlVOIGonzLbOR7BAju69CeY0XDowmGyVtVEllo7YiwNA2SeiaGYOdJyukSUUJErLW4wN/CF9a7cakD9bLFn+W557G9R+sQ+f0GPy8Mx9a3PeykyJwhGeNtO14OcZ3zxAsQ9pzXd4xRUA2ltd6cKCoSpA3E2m3ICbMKiAwCitcDWRjWr2qjyye2eozG+0gyUabKIHQpwVn5aVUHOODVJpZzCa0y0iiyUbWgf1F6u/luYVV2Jx3Bn1biit11CCd+IxaMhvLauoopSgAVUWZKIdFQA7rwZ78SrRKisS47ul4aUmuqFJFK3x+Fk98vxNJUXYMbyfdWBMpldlIKhtlbFQBThHHJxsLKlzoATqzUS32FlTiSAlHwuoFwzCY2r85burbDKsPFmN/YRW8fhaZcWEY3TElKHWOycTg9sEtMW1gC6w/XIqj9eRPq8QI9M9OaFAiA1xR+qouabiqSxpmDm2F5xfvxfLcIp3XDAMmKgVIFNp8JhEKLqfHhyq3l1Ku8lFIWKjGR9hUqdVIsCyLvy3YoZtoBABLwEI75zNpojEATy3wzS3AbUuAzF4i2zJh2sAWePW3/ZqPI+fYGZTX1tWrUYAluwsVicYAlu4pwooDxQ1kgpJVdZeMWMpmVC2U7tsPj2qDP3OLVBGuT43p0JiRKIG0mDBUuhqL5gUVymRjXmmNgKC0WUxon9pY7CSv2WJSjWuL5MbAanLJeKhA43EpkY1ks0UgG45hGDisdF0hW6JJJ8JuwYdTe6HnP/+AlxhIRNjMuLZnBmYObYWseG02b9/mnNCl8Ks2XNkoHPMZoWwkrXv5n5NlWZ3KRonMRsJeNUCuke4TfLi8Qnt+sgmNb12bHO3A9/cMxMtL9mHR9nyKmAy3mfGf67thbNc0aj/lTo/A+tlsYgTPW7uVJBslvts+M4DWo4Etn4Pd9R28FQVwsxbs8mdjnm8klvr7UOOcd/86BJOJwSOjVZAvijaq3Ng0OykCiZE2TWp+pbEfeT3zmwSu7pqu+dlj0WjRrhfFVW7BPZAPtVbn+PVvykKMylPAlxOAmavoRmpyvqaUvXmBYfepioYYBql5IwBUsdy9d+6GY7hneCvtdqoAV2sWGXOowtlWNpYdFf5tj9ZfK7dHAVf8GxjxNGepWlXIEbDpPblcy6YGWa/wumllY1M5bTEMpx7Xm63Y+w7h3+EhG9WmgK4re8KECZgwYQIslotP7h2CgQgyoykEA0Aqx7TCZAWGPmbMsYRAg7JRlVE2+tzGdFspwSeV2WiwspEkWi1hjQrCpHZAy2H6thuVanyDgxh5d07JRmJC4iKKYqG8xgsHYtmJQZGNUspGMrPRAY/Pj192FmD655sw4rUVGPHaCsyYk4M/9hZR2VomE4OPpvZGi4RwuKTIRpazWosmioTOehXdzpPlePy7HRj8yl+qiLQjxZwdolqi0WYx4d7hrXDvcGGxfxtRNC6pdgsKvQwDdM2KRUq0cMK5gVBCpMc6KCtDvtXh+G6coposnjXaqAoLdCZrGC5rT5NNJhODO4dk0x9QAoNbJ6JTuogtp4X+nmqgvdN82b7gMpsziMy9fC02qtVucUWECrsph9WMga20NZ4kRQrP2d8X7sLD32zHvoJK/GtCZ03bkoOfBV5ekivrEEPaeFUHyEZCaRGvYPGaTljbBq7Z0zqVjcGuy4fZxGB4u2TMHNYK941ojfHdMwwplge2PbhNIqb2b46p/ZtjYOtEAdFIIis+HJ9M641Vj43AM2M7oFumstWtnchjiw6jj91mMSGRuK6KFIqZpIUqaZepFpuOluHnnQW61g2gY1o0UFcLLHtO3Qo+N7BMOmblziHZGNpWWXEQZTcLciZ9fhZvLz+IrcfPwOvz48sNeeqOpx5f8vJb5dSHANfwoTaXlMzCVCIyk6Md+OrO/gqKZOCJK9tj2sAWivtPIZ5JagrlJJHaKT1aQNAkRgmvVypHzWQC2mhTSxwI7wUn7/lDEpokIghFVTWPGDhTQ5Ndcq4H20+UC4jGKIcFC+4egE1Pj8K/JnTRTDQCwDebpXNa5UCSg8GCdCkgz5sekNbcVS4vvPXnt7bOp8thQkrZSJJsAdJYKq8R4BqI+MdAEoh2QnEYH2HDq9d3w8anRuIewio1PsImSjQC3PiDXFbQrELsR9YCNK45MOo5fNZnMdq4vkBn92eY4nkGP/sHiDdUAXjnz4PIU9N0JjseYhrmFFazCZM1WqDf0r+57Pvk9cxXNl7eKUWz/bdWpbBeHDwt3XSnKvv29D5gy2x1O6sqANa+Rb/uI8nGi6uuzs+El2pGBYAqcNdnSXUdVhrgIKIZTZHZKLeNM3nCv7XmNYrBFg50HAf0uwvoNf3sEI0Afe48Tm68SB5bU4G0Uk1RGb0w8H4ghciipTIbQ8pGI6CrIvvyyy/jpZdegtV6cXVghCCD6AztnQkJbUKqxnMNMftHtTBZgYkfApm9jTselgWOrQPWvwesfgPYMV88b+5SQS1h6xPBK8BYHJw9AB9GqwvFIGmjanBmo1heI79BYewb0jkHfJBEoNF5jYD4oPFcDkLU2KiGcGGAzDsAxAlIKZDPWJXKxuNVfox8fWVD3tXRkhocLanBsn1FuPOLHFzx31U4Uiy836TGOLDw3kEY1TENTpYmODKTEzD3jn4U+VFeW4eH5m/DuHfX4tuck7qsCuUQE2bF369qj41PjcTjV7ZHz2bCyce+/EpBxzlZxGoeH45IuwXNiILj+sPC+3NGbBilROQXJfq2jEeHtGjUER381nqyMQzC+8iQjs0oq7gApvTNwpS+zUTf4yM7MQL/vbG7+Jsi6tVaHWQjSW5pRXosoWxUSTbWef2odHlRx+pTNgLAVIVCGQmy47/a7cUP207huv+tx+Id+Xjlui6iqho9yC2swhaZLClS2VPZoGwUFtpjFZRP5DVbUH/+9SobAaFy5GJDVnw4ZgzJxqL7BuH5cZ0k8zq7Z8VgDGHbKKVWDKifA1BStZFkI/kbUgulXEw1mNwnC9j9vbaxet5qoFhcvWg1m/DR1F6Y0reZZE9qx7RofH/vIKpZ4LO1eZj4/joMfuVPbDiibQy26kBxA2GSVyocz5LHEWm34OWJXaDENyZG2vHq9cKiXl5JrWLMTKukSHRvRucNRTssmNq/OZY+NBT3DFeXH5gWLd0AIwXKQjVTeCxJkcJtUspGAOh7p6rjC2BJ2FjB34k6bFQDELPxFLMkD4BUwI5ol4w+LeIln79K8PlZHNHgPMCH8WSjcHtarafFEGEzw2oWXvzl9ap+PRaqAMDCBLfIs9yDxuPt0yKuQTFPWt2T4FusStmokoiLsOGuocJGrlPlTuocBkDaB5PPAlKBpUSU+f0s5mq4J7P1edmKkCOprOGCG9xtg1pSjXVSuKx9MvopKhulyUar2YQ3J3enSFk5SFnnasWh01V4fvEeTHx/Lca+vRq3z96MhVtPwlU//5CyUAVUko2bP9V2QNvm0g4zlI3qxUU2nuA5akgpm4FGZSMAgQvHWcPZVjZWnBT+bQTZeK5AKRtFMhutTUg2kudu2BPKYoUBs4BRIi4doczGJsHFO1sMwVhY7EDXSdrW6Tm1aY4lBPXI6gcwOn7mqV2BO5YCna8z7lh2fw+81w/4fAyw9O/A8ueBH2YCr7cHfn6EJkwuBZDKxgiespFhaIVasLmNJQeBpU8Dn14OfDgUmHcDR/h6eIMiSRtVg5WNcp8d4KzIpv8KxLWQ3kZsc2DAvcLXosQ7VHXBXQX8cA/w4yz6va8mA9/dcW6uW3JiSSkbCVVsCOcnqgqBfYvp1/cuUp8VoFrZKCya/OOXw7KTukOnq3HDhxsEk0WA6+we3TEFtSJdqo9d3R0DWiUgjFAmvbwkF4u258t8iOBQ4fSgT4v4hm78lokRAhuwOp8fe/MrUVHrwadrjuKFxXsF67dL5X4vWYQCb9NR4XeQERdGKYz4hV2G4fLiTFZhQapB2UhkNt48pJ3kZ2IYBi9e2xnPjO2AMBFyy2pmcG2PDHx3z0AkSilEyMIGAB+rfTygtyAbQGas8LyernLLKwDqEShqkuQtANXK8ss7pmJ4O5W5LZDPC/p9bxEW7yjAsoeHguQgBrdOxLC2iaLryWHjUenfOZXZ6BIv9ioqGyXUuHozGx1WE9qmXPwNLQzDYNrAFlj31GV4e0oP6jw/OJK2t4sOEy+oyTUpiKGgnFA26sxrXH2wRHkhGYztkobspEjg6CrtK8us47Ca8dLELrixj7ChomN6NL6dOQC/PDAYpdV1+G2PuAVfoY5r1+tnUVtfaCbVQm2ShddzhdODSb2z8PltfdE6mW7aNJsYXNUlFYvuG4iBrRIFpGS124tShQYNl8eHDYeFv/25d/TDjmcvxz8ndEbbFPVjOK3XFgBsPykkjrtnEWQjmdlY5aYJ1JbDsClqlKpj9LUZbx5RAwAAIABJREFUg9+8Qos7JWVjJPHcqeERQmJ21h4ZtR35OxjSRvu9mg8lMlkOwWYJk6ghlY1BPq8B7t4XE0Y2jXkE/9UDsWc5X/EYcHQor63DrpPyzQ38BjI5G1UScRE2AWnIshDY7vNRSjQfkb8Lcj9KZOORkmpN9vgA8MdeFc4Scs1XBBmQGGnHF7f3UyQcB2Qn4O0pPRQzI8nrmbz++mcnYPbtfRRtkwNwB9mM6Kzz4YGvt2HUG6vw+do8bD1ejj35lfgz9zQe+XYHBr/yJ1YdKFZQNqp4vmh9JrrKgcLdwtcuchtV4bXDiDapAmjI8QUA07lwxSPJRimHLy2QVUcSz48LmWwUUzaSZGMwwhclOIimLdYLTF0EDP+78HWTBeg5DZi5mrOdFRNDhTIbmwRBj0iqq6uRm5uLkpISuFzKA9wJEyYEu8sQzhX63QNsm0d34oghLA7ofnPTH9OFBpYFjq0FCnZwwdLRGUC7K5uOHIjJANqOAfb/om29DuOADJ3e52JY/bp01ounFsj5lFM8Tv+ZJp0uZpBWomTWoD1a2E2uV9nocQKLHwJ2zife2AEcXAr8/gww4QOgzSgZG1WDVZUU2ShSEE7pCMzKAXJ/BrZ8ARxdIQzVvv4z4OAfwnWMIhvd1cCccUD+VokFWC6roXg/cNsvZ3ewSGY2uogO4JCy8fxH7i/A9zPoQTkAbPoI2LUAmDwPaDFIfjtqMxu9QuKp1K1MOpVUu/H84j34ZFofwetHimswEHYARPNDffdiONFZnyOj3jIK3289iR7NuIkCwzDolhUrUDO8/sd+5OSdEe2aXnmgGD9uP0VZqVURRZSM2HCq25+0rGuXGoVpg9sAaxpfszIBG1Vh4SoiXP53yjAMZgzJxr6CSny/9VTD66M6JOPFiV0otVQDasuAJY9zDT4EPrK9js98Y/CW9zr4oE4BMUCjFSmJ6DALImzmhqIoy3LnrVmCfLdroNDnETtOlXZTJhOD927qiVlfbcVfMvZMDOSJxgDWHCrBjzsKBMuGWc348o6+eOib7aqOiQ9nnXRhjVTJub1+1Hn9mjMbU2NIG1UnXB6f7vzJCd0zKIvXixl2ixnjuqXj9z2FAkvSIyU1VOaTmI0qAKqwWyhDCO08WY4le4TWp4kR6gq1JAIEtR60SY7As+Pqbab0NLqpyIuvJI5vSp8s9G0Zj2OlNbjrixzDVC4AYGKA8PrcS1LZ2DUzFgd4WbaB4xrWNgnh13bBpA83NLyXGGnHz/cPFpB8mXHhguadvJIa6SYQcKp5vsI/NtyK/tnxioV9MdDW3tLK8UqXBytyT2P3KSGR040gGxMI21+3149qt1f4u2cYvBv9EMaXu3GdebXkPn/19UWvK/+H4v/lCF5XIh/IzFp+NpyoslGE6HF5fNh2/Az2EyqmIW3UN6CIwWI2ISs+DCfK1FuCB1AtkROnF7VUZmPwykYAiAu3Cuxzy+vPuV5lI8Cpm6IgPGcBC9H7L2uNSIcFM+bkYPm+Iup5bLeYBGSeW4eyMYBWyZEo5TX6HDpdjc4Z9ByOtA+mlY0abFRBuxKogarzLUdSiVgYtkuNwi8PDMHstXn4fO1RAWEdE2bFE1e2x6TembCqUCTSNqr09TewVSJWPz4CS3YXYNG2fBRVumA1m9A5Ixpju6Tjlk83Nizrksq9VIE6rx93zNmMdYQrCR8l1XW4ffZmtEqWHn/LPZ8bYMQz8SK3UW2bEimIYXDChjDQ1zNf2djmXDSyUcpGI8hGDepI0gr0QoKYspEUJzSlspE8d85yjkiMJmqBba4Axr0tv63wkLKxKaD7rlZQUIBXXnkFy5cvh9erbuDEMEyIbLyQkdweGP8esOhuYcGfhDUcmDyX/tFe6ti5AFj1KlByQPi6LQrocTNw2TNNQzoOfxI4/CdVbJZFVXAZLwLsXyJNNPJRvA/4/g7g1h+N23dTwusG8rdxDzZHNJDeQ1vWGqCs7iNJI62D24qTwN6fgI0fAuV5MsdRDHx1AzBlvrSNqhgpEgzEbFTFYLYCna7l/s2+mrPnCqDkAFBFKKbIAYZe/P6MDNHIQ9Eu4NfHOcvhswWqi5WYlocyG89vHFkBfHurNDEIcIPcedcDt/8GpHWTXk6tstEjnPhI5S6SWJ57GifKagVE3JHiajhZOyh5V/39L8xqTLFLC06dET7f0oji/pqD0sUHl8ePB+dvxw29M2X3kREXBjMjTzYCQGq8sGhlq89qJDMb1drlkl3W47pnSBONNaXA7KuA4lzRtyMZNx6wLEJrJh+zPA/Ar2BwkhbjwEiRXEktYBgGGXFhgmL+qXKnItlYViOnbFRPdkXYLfh0Wh/8tf80vlh/DGsPlcDrZ2ExMRjSJhEOqxlLdosrqMQwn7A1y4wLA8MwigpDMZDZWHzYLSZYzYzAHrDK5aHyyuS2AYiRES7KFtHEQFU2arjNjDsJG7pLBdmJwu7soyXVqCQI2xgJZWMKoYg+LVLMPFBUhce/20nl6QHAB6sOI8xmxl1DszURUtFhVt1KpIOna9D338vRNiUS70dY0Vp5FSFISyoRkPfPADH+0aojVLNHsBjQKgEWswnVbi9FInTJiBHkS/GJ+DLi/GUnRlBqwhaJEQKy8WhJDXq3EH7+Oq8fv+0pxNI9hcjJE3bMD2+bBIsGq0E+yGMReyaV1dThjT/2Y+HWU1TGn8XE4EyNGy1517fVbEJcuFVAjhRXuakmg9M1LB713IOvvJdhquUPXB22G5a6SlQhHKt8nTHXNxrr/R2xpM5MqT2VyEbKRrWeAGZZVpS04avbDhdX49M1R7FoG/15M+NoO3Q9mNQrC2/8cUB5QQI1EpadekF+PqMyb8kmlsA510OYNY8Pw7Eyp2huo8PuwEtXdkZ+hQs3fbxRZG0OpGrQxSPryfeUbDtbJ0cKnCsOSajcSGUj2UBgt5I2qvJEWYSO70bVOnL2mxIRSImRdvztinZIjrbjHz/uaXh9aJtE3NRP2cI/AJI8JxXJATisZlzbIxPX9hCOs0kLW4+Phc/Pqs7M5WP2uqOyRGMAXj+LA4XS9RSx5zOFsDi6/qAEsi5K2aheXE1cN/TOwvsrDjf8LTXvDGQ2ZsWHYWCrcyA4oDIbm9hGlcTFrmzUWhvVAvLcBZy+qog5nZqIJSqzMUQ2GgFdI5KioiJMnjwZxcXFmqwkgrGdCOE8QbfJnPpqwa3itopZ/YAxr3DESwiN+OslYOXL4u/VVQEbP+CUfdMWG9/hktYVmPwlV9xWSxiRN+lgsPoN9cseWQGc2mKsqtJo1JZxQd/bvhRmLjpigR63AIMeAiJVds2SmY3hxCCLslFVqS4sPwEsfYpTT8k1BvDB+jhb20EPir9vuI0qSTaqUM+kdBKSjYW7RQYUBpCNtWXA9q/UL7/7O2D0802TFykGpe7HkLLx/IXfD/zyN3miMQBPLbDkSeD2JdLLkLmukspGkmxUN6llWeDXXQWYOawxP+pISQ2cYpPG+u5FIzKDtMLMs0R5Z/lBfJNzUmZpcXy/VX6djNgwkMS+aAe0mbRR9YGBH3aGKCyI5XWKIJ/IOCRtMQX4aZYk0cjHVeZNmOn/Gf/zjZNd7skx7XUXwflIj6XJRiWU1nCEgEdsqqLRbspkYjCyQwpGdkiBz8+its6LcJsFZhOD4f/5S9O2ThDEdkYcN5G+vGMqPl+bp3o7DMOpVKXfZxDlsDaQrgBHGpC2ZXEKmY3pscKJflGli7qmsuLCEemwYE++tBotzGrGB7f0asjUutTQMklYtD1SXEMp86QyG0mykbxv7MmvwI0fbUCVhOrJ5fHjpSW5KKhw4dlrOqomHIe1TcKPQVpYHyiqxmumbHyghUtnTECb0YqLkcRYWowDNfU5qUajb4t4+PwsZaGaFGWnCHk+iVxWo2xb3CIhHHxTvWOEcvLP3CI88f0u8exDcN+v38/CpKPAnkYpl4XnNL/ciSkfb6COKQCvn8WNH23E21N64EpeBmlSlJ0iG7OJ335AdbWFbYctnnboOGso2iZHYuKbqwQ2hXklNeCXgGxmE6Id8uNYyka1Xtno9PhEFWSBpozfdhfigfnbJFVmJ8848drS/Xj08ra6lKQB3Ng3Cx+uPEzZmCqBr9A0AiTZGGHQ+CuGeK4ElI3lhNIuNdohqwRLjrJjSt9mePm3/XCzVqpJbcqAVjjh9eOdPw9pOj5hZqPwHCgpG0nbZCmykVI2EmQjSWoqKRtbJ0ciMdJGZUPLoX+2irmxbGajfKGf/J25VFjc86Fko6oEh4W+Xl0en+x26rx+/JlbhNzCKvj9LNJiwmA2A28uO6h6v3IV6cJKF1iWlb8/tLsSOL1H+n0SUelAShfhaz5iTnCRKRtbJEZgbJc0/LKLEzCINam6WQvc9fPJu4a20kUyBw0zqWwMLqde8zYuZLJRVNl4Dm1UA25wlTqECKHMxiaBrrvau+++i9OnT8NkMmH69OkYP348WrRoAYcj+E6xEC4AtBnFFbMpmXQYcMfv5+aYzmfsWSRNNPJRuBP44W7gJtLq0gC0Gc35VC9+EDi2RvheswHcvzU8UtAoZePpfcDJTdrW2frF+Us2njkGfDEeOHOUfs9VDqx/F9jzA+cXnkTn+VBQUjaSStc6FcrG0sPA51cB1ToIY2cZcCpH/L1zYaNKIqWz8O+iXUAtMRgwgmzc/b02z36/F9j5LTDogeD3rQaKZGMTDuxCCA5HVwKl6ifEOL4OKNrDEe1iIC11WanMRoJslMjOEAO/QOr1+XGstAZOcnIGNEw6jLLx0oIOady9cs66PLyuQ20AADKRTwA4stFHNM0VVDjpogRBNlrhhZ1UNQKqlI0syyKfsMVLi5VYr+QgsP9XxW0GcJvlN3zsuwpekakAwwDPXt0R47tnqN6eHDKIYybJLjE0KBtZkftdEB3gZhMjUOiQ6gWtCHy2/tnxaJMcKZsFxMewtkloniB/r45yWARkx4kzwkm83WJSVBLHhVsFFnR+FthNkIppsQ58Oq0PPlx1BF9tPC4oslrNDK7snIb7L2utKUvuYkPLRGGB+mhJDfzE/UAys5EgG/lqZY/Pj7vnbpEkGvmYvS4PfVrEY2xXdeOcqf2bB002AsAyf08UsPFIY1Rm2LS7CoiRV4r7/CyVL5gW48CBoiqKQDECby47iAVbTqJ/S2HxvmVCBPW9VciRjZH0s5MkHT5efQRFlS5MHdAc+eVO3Dtvq6xy+Lc9hfi/H3fjXxM6aybAyGuruNoNj88Pq9kEn5/FnV/kSBKNAdT5/Hhg/jb8fP/ght94YqRd0CBCEiQsy9Iq63AbwDDU+TxcLLwnJkXZFT8nSTYE7BqllHUenx9bjpXh/q+3CtTgYnj3r0OIj7Dh9sEtZZeTQ3KUA29P6YG7525R3B8fpO1ksCCVkkY1e5FNLAGFNPmdX9EpBQNaJeDLDcew9hCtKkuMsmP9Ee6+IeZSUOwE3lirfcymN7MR4Eg/Pg4VqyMbE4nfvt2qLbPRZjFhcp8svPfXYdnl+Jg6oLnyQrI2qvJjDAcxfnBpzEwkrz8pZaMUTCYGNrNJ8B1KkY1+P4uPVx/Bx6uPaCJslZARG4b8CmdDQ4TL40elyyvpVAAA6HUbsOZN9Q3dvW+jFahUZuPFRTYCwEvXdcGxshrsPlUpqmwM5DXe1K8ZbtGgqDUUlI1qSNmoGmLKRnJ+drZtVAF9QgRS2VhXzZHGFu2uNSE0Qle78urVq8EwDB566CE88cQTaN++fYhovJRQVQhUiwRWe5zGdINcTGBZLq9QLQ4sAVa+SneFGIHE1kDry4SvdZnE2fR1nih8Xez71YMiDV1fDevsNWbfRsPj5GwNxYhGPipPAfOuo3P0SPj9yspGrTaqPi/w9Y36iMYACnaKv270NanWRpUPknAp3E3bmBhBNp7JOzvr6IXShKSpMmBDCB4HdTTkHFgq/Z6azEaW5e5fPLhVKhsBYTHi5BknPD6W61AlEVA2nmUbVYbh7Hqq3V78Z+n+JtmH1cwgOcqO5Cg7+DVSl8ePSidxzillowdhIJoXTBZ566t6lNd6BB38JgZIkbKf2z5PcXt8JDPlGG7aITxWswnX9sjAj/cNwvRB+guxJEh1HWl7K4ZGG1VjyUYSwRZnM+O4655hGLw0sYtioRPgMtr+cXVHxeXIwh1JGsSF2xSL9gzDUMqtHYRVZ3KUAxF2Cx4Z3RbrnrwMX9/ZH+/e1AOfTuuN9U+NxDtTelzSRCPAkVJ8FFS4KCJKStmYTNg680m23/cUacp++2TNEdXL9m4Rj4k9gm8Y8MKCZzy3wc+qIMLC4oDRytEJpdVueHkMnM1sQnyEzdCcRhInzzjxHaFgb54QThWV+cQv2YzAz22r8/rx2IId+GSNcF7g9vqxYMtJjHt3LWZ9tU2VRfG8jcfxx17tc6/oMIvgmcuywOn6BqE/c0/LqpX5qPP68fGqxmuLtDktrhIWT2vqfBTJE1tPUJGqxSPFwubkRAULVUBE2VjnBcuylLIuAI/Pj1d+26+a+HvjjwNBE38jO6Tgi9v7UeRVABmxYbhnmNB22ujMRjL3V6uyTAq0jap4ZmNchA1Xdk7DvBn9sef5K/DtzP6C9/fmV2JlfX622Lhze36NLstkl1xmowobVT7ySmrgEek2IwktykZVo7IRAG4f1JJ6HkthbNc0dMtUQUTIjYcUCv3keF0uR1oMlI2qgmJZDCRpK6au9PtZ/O27HXhpSa6hRCMAdEiLRkKE9DNaFLFZwPCn1O0guSPQ/x76dXK+dpHZqALcmGj+XQNw64Dm4mQjG4YB2fH4t45GG8NA2agakdlIbkPms13IZKOYspGoN4jlxhoGSRtVQjSjxnnMGkarXEPqxqChi2wsLeUK5OPGydsvhXCRQoqMADhlVAiNKNjOKRa14K9/A6+35+xHjbYerj4t/Du+fhIUSdyEqwo5MixYqO344kONveC5wK4FdN6mFMqPczarcnCVC1VIjInuqiFJIyUb1QNL1B+jFKQITb/H2GYCimxU4dOf3IE7TwE4y2jC1ojMRj0DXiZ4q0HVINVsJEI2qucv9Axc5dZRQzb6PCBNg9wqMxsBoGfzxs7BIyXcPeh8slEd3y0dWfHhWLTtFGXpZBTSYsJgMjGwmk1IIgpOBZXExIrokrUyXjqvUWWnJ6lqTI5ySNualmhQzNajJcNNyNqnRuKPh4di2z9G483J3dE101g798w4QtlYoUyuBApKopmNGm1U5dCnpbZ8cQth85TB+2y9W8Tj8+l9ZDvi02Mc+GpGf8qSUAxRROGOnwsHKOc1BkBaLe44KSQbU3hkmM1iwoBWCbi6azpGdkihCqyXKmLCrQKiCQBFbKjObKxyw1Xnw0878vH0D7s0Hce24+WStn9iePm6rhjfPV3TPsSw3N8LD3ruk7fgjkrjctcTWkkvUw/S7jM1xgGGYShiVg1i5RQoCth67AwKiPuRUNkoLBoGbFRZlsXj3+3Agi1C8pKEVw3TWI/Z6/JULxuAWDNBwJ72q43HNG3rpx35qKq3BiZ/92SBv6yaJNotsNY/mxSVjSruKaQdqJ/lLFSlMkhPlNUKcviUUO32YtH24O16B7RKwB8PD8VXd/bDjMEtcX2vTEwf2AKf3Nobqx4fgaFthVbZRo9RSMLUKGcJykbVGchsJMhGHikZYbegdXIUIuzixyD2LD92Rl+mbECB5/X5KTJfqeEnNdohILO9fhbHSumoEFrZSGY2kspGZaIuIdKOL+/oK2+HD2Bk+2S8PqmbOgJGbk6oUOgnlY1OjcrGYG1UxY5BTF352dqjWLjVeHttAGiTEonUGI1kIwAMfQwY+rj8Muk9OLcrsSZgykb14iMbAa5x5IXxneEXcXOpQjhKa+rOHdEInB1lo1xD/YVMNpLnzuOkxQkSubGGQMpGlSIbVYyBGYbOVQ2RjUFDV3U0Pp77Iuz20AT0kkTBDun3akNkowB6VXruCmD588AvjxhLOJJkY2T9JCg8QVi0Zn1ALWFzqQexOiwR9KxzNpDzmbblN38q/92RNqJh8YCJuCVTNqoKBaatX6g/PinIkWZGWqnqsVG1hgEJbaTft0Uao+pLaq9jnXbB71ctlCYkZNZnCOcP9Fyf9mjp98gig1+kUOCliR21ysaM2DAM4xXLAgqFWoiM/+q7Q4MtdsWFW/H3Me1x5xBlZV3v5nF4cSKXg7L2UPDPLKnpLt8GNJUoEpFFc7I72QYvHAzRqEF20kqgoFy47fTYpnERyS2sxuKdBYapIkjoUzZyhT5xZaNxx3lLPxU2ZTyQ1zdpETuodSJWPT4Cz17TER3TohFltyDaYUHPZrF49fquWP7ocHRMl/lN8xBFKOVOkGSjQl5jACQZQSokk6NC7jRq0DJRumhiNTNwWMXHT/HhNljNjXcXn5/FFW+txANfb2so4mvB8TL1Gdo2iwn/ndwdX9zeF6M7pjSQ5QwD9GkRh+YJ6rvOF/sHYrjrDZzoMguIyQLAcLnBKV2Aq14DZm0G0rqp2hZJ8AXuq9mJEWifqu052UWN+kcCh0tqcM/cLYLXqt1eeOuVTmUEuRUgG1cdLMEiAyxq+Vh3uJTKsVQD8pkU2IZaVWMAbq8fh+uf8bSyUUi8lBGkEz/PjlT4Hi4mczKVmyQsZhP1e6p2eSmyK4ADRSpiJghsPGJMzYJhGAxslYhnru6I1yZ1w3PjOmFUx5R6y25aoWkkSMvhcFvTKBvLG5SNwt9DLO8ZVOny4KaPNzTka5Jws/TzqtKjj2Rw1RN7YkpWJWUjwzBopSK3kVQ1JxLXrZ3IG3SrVGW3To7Crw8OweTeWdR7vZrH4a0bu+OjW3tTJJwk5OaESspGm7FkY5QuspFQNhLH4PH58fFq9Yp+rWiTHImUKPF7qCwYBrjsaeCedUD7q4XvWcOB6z8H7vgDiEoRX59SNl58NqoBsCyLSi99nVax4ThQVK0qWqHJQBJmPiMyGwllo5yy7oImG8WUjSIxa00F8tw5yzmXN7LerUbZCNCij5CIKmjouqsNHDgQixYtwt69ezFo0CCjjymE8x0F26XfI1VGlzqk8rPUIuczIKs/0G2yMcdDkY31AyCTiVM3VvI6dKsKG8lIvcjsC8S1VLYe5aP7TcHtsyng8wD527StU3aY64ghu2QCIMlcMWUfZaOqUDgozlV/fFKISJAmmutqpD+PVuixUQU4K9USCatEIyxUAaDjBGDJk+oyMgFusNXlemP2rQaKmY0hsvG8RfZwYNNH2teRghqy0SOcNHtNdshauvDw8Oi2MPOUXIeLqxGJWmSBeJaYLNzvMrkDVeyKsJlRo8Ga6cVru2BMlzSwLIs2KVF4a9kBnCJIt2iHBTf1a46HRrVpKMgYoRiIj7ChtIaeaPLVa6nRDuxERcPfRRTZSNqoeuEAsU2rOnJHdV4jACS0VrVNPo6yjffMt5cfxBWdUtAp3fiJL0nInSoXybokELCo9IhmNhqXodE/Ox7D2iY1WL3JISHCJlA9AUBWHP2dxIRZcduglrgtSCtaslBN2aiqVTYqkNR61GSXIrKTIpBzTLzTOdphlbyeTSYGyVEOnOIV1I6V6i+uaVUBMAyDoW2TMLRtErw+P2rcPoTZzLBZTLjs9RWatlWIBOxuOwtZ1/2be94wJl1uEGSTRoAQZxgG0wa2wFML1Sk+7RZTAwGoF24vTVhUubyIi7BRysaA3d6X6/OC2qcU8iucFHmoBLoBhru2tKgqAwjYSZLqw2JC5XWmhlS4NRaSo8OE9y3y2axG2QhwihiXp3E/1W6vZGajs067k47R+YlikMqeNAJ1Xj/1HRulbCQbWQJZjaSNLf+399ayg8gtlJ43iTUOuVl9xxsg9kjrUhMDafcHHlonRQrsxEmyscbtpYg38j5DKihJW2E5xIbbMKxdEr7JOdHwWu8Wcfju7oGqt9EAA21U1RKmAZDEsi5lo4VUNgqPYdWBYkHOsdFokxyFlBjhc/10lYb9pXQChjwC5P7c+Fp0Oh1RROI8ymz0+1mYTE2nLiyrqYNTpNkgkNm48kAxpvS9SDIbWZbeRlSatNMdqc67kEDOZT1OWmihkBsbFMjMRlcFUHMaAjcns50mESW3F1I2Gg1dysY777wTDocDb7/9NurqQhl9lxzkbEFDHQBCxNBda5qx/h3j1I1kFmMEj0wkO6/IcF09MJnEfeqlkNAaaD0q+P0aDb0DD9K3nA9S2UfmNQLabVSNuE4S2kq/5zEot7GuhlZbiX1+MaR2ln5PbeeSEuyRQN8Z6pfvNU39QMYIhDIbL1y0uQKIzlS/fGpXILM3/H4WxVVuFFW6hNkyCjaqhRUu7DkuvO+bbWGYOVSYIySGR0e3xfW9hMeafPxXrLffj75mwq7Z7wXe7w8svAsRJuExDG6TqDqjBmjsWGcYBjf0zsL/bu4leD8x0o6Nfx+FJ8e0F3R+y1lXqkX/7ATR1/lkGflZaGWjcOJqg4cmG0XshMSQTyob5c5jj1tUbTOA02wsVvqFKqS5G7TZ7qlFcpRdQFq7vX5RUpeP0pqzY6PKMAzevakH+raQb6RJjLTj9Ru6UTlzTWkzSiqEKBtV1cpG+estpGxUh5aJ0o08pHUkiRQDCd3WKix4pWAxmxATbm0olEvlTMqh4bOazPps50ErR/iE2aRemRjRTl0D2j/Hd6bsDo1AZb2dKGkXGhdhhdvrw1/7lZsT9MBKOpyogJSNqpbnLrktMleRPMdkXimfiFG6pkjVpBRoos6HCgllI2lpqQZqmzWCAWkpWmVgZmMtoZI0mxjYVWQGq0FMGKFsVLBRra3z4lsecSYGMft+t1gzkQoExolun5DsUpOZDNC5jSTZSKoaox0WSslInmu3isxGPki1cLrCc1oScuMhRRtV4WfQomz0+1lKqWuEjaqbOIatx5u24N8qOUKfspEP8jtQEwl0Dm1Q1Qi0AAAgAElEQVRUWZbFygPFmDEnB53+8Ruy//4ruj63FI98s71JzndhpQtOVjyzEQDmrMvDgpwT6uxrjYbRmY0i0SWyET8XnbKRtFFtysxGkmwsByoJC9XoNPXjVJK8DDk2Bg1dI5Ls7Gy8//77yMvLwy233IKNGzfCb0S+WwjnP2rLuDw6ufdDaESLIUB0RnDbKNwFFO025nikbFQBWhVG+l3rRZ8ZQIdrlJezxwCT5ijn0TUV5Ig6W6R2z3HGzNnTSkGNspG0w1SyMY1roerQJNHmcsAhY+9mlI0qqWp0xAAWlZP+lC7S70UHn0vUgBFPc8SQErKHA6NfMG6/ahDKbLxwYbYAV/xL3bImC8oGP4tXl+5H3xeXoc+/l6Hfi8vR9bnf8eT3O7GvoFKUbGRZFr/tLsSNH61H/5eW44G5GwSL+MwOPHVVB8lirsXEYPZtfXD/SMKyeNd3eLj8JUQxMk0UO7/B5bsfhRmNxQKL2YSf7x+M2wa2oBZvFh+GjmnCew5pC0YWP5Ki7KK5kJe1D06JnxkXhtEdxe2OEiIb708pEoXdBhBd5lYxG1WVykbSalCWNEpsA7Qdo2q7APC590p4CKXB4h0FYI3OigZ3DaQSuXVKtkllDWSjmLLR2KJMlMOKuTP64flxndAqiX7WN08Ixy8PDBbkPAGcrW1TdoOTykaymBkfrjazUf56M5IIu5ghZ6OqTDYaQ+gOap2ArHjjijdD26p0lahHlN2CHs2C78SnlI2882Mxm/C/W3rh2h7S8ye7xYT/XN8VN/TJokh4I1Dh9IBlWaopIiHCjkqnFz4dqkElOKwmtBS5/yghlXguFNQXbCd01zb/7NMiDplx3LVFKRtJG1UZspG0fyahlmwk77dyysbmCeFUnq4SpJ73RoL8DG6vv8GiN1iQjhHhVrNh2WdxEURmYz3JWF4jbqO66kCJIpEq9iwvdys0UUnAJaFsVLJQDYAiG4lcUVLJK9ZURO6LPBYlkAS+2t8FBbk5oUZlo1ODC0mtx0eVTsjrXQ0oG9V6IvlIcTVmfpmD91cc1rxNtYgLt8LEMPoyG/kgx6Q+FWQjQUjW+hjM23gM499bi27P/45uz/+Oie+vxfxNx6nGgmBQ7fbi9tmbMe2zTVi2r6jhPlLp8mLhtlOY+P46PLVwl2H3KYCbJzlF4jcCysbcwio89t1ODHr5T9w3b6tohmqTgVI2Bkk2igkUIi9SG1UxZSNJNio0PAQFkmx0lgNVhL29FtezUGaj4dBFNo4cORLPPPMMWJbFrl27MH36dPTo0QMjRozAyJEjJf+NGnUeKpZC0AY5VSMQUjaSMFuAvncFv50yA7zqPS4uC5IPAdlIPAhJFSTAEXJaC5EmM+db3/8+6TzA1K7A7b/Jq9aaAmeOAcueA97sDLwQD/wzGfj0cmD710LrQYYB2o/Vtu12Y+QLyjWE5bCojSqpbFSw9ex+s7pjE0NGL+C6T+S96usMGvzpyWsMIKWT9HtGKRsBbuJw4zwuAF5sIGiPBgY9CNz0LT1QbWooKhtDZON5jU7XAle/KZ+ParZj36D/YugCH95fcRglvC5rp8eH+ZtPYOzbq7Epr1ywGuv34qmFu3D33C3YUJ9HRKrq8qv9WL6viFLNBeD1s+iaSXf3sT89oOrjpRevwY3mvxqPt86HhEg7bu4vzMaLC7dixd9GoEuG8PdVS9gy1XrITCLxwspVXdJ02+klRdlxx+CWeO4n8caeF3/Zh8/WHAXLsrSykSxKEPcDK+OjvgO/uYkyG8e/ByQq58cu8fXBh76rqderRazDjAJlpSqT2+j1+VFeX1Q+G2QjwCkipg1sgWWPDMOr1wubWkwMg5RooQ0mgIbCfFOBJBtJxKomGxWUjQYRYRc7smWIoGiF78oosvGuoa0M2U4AU/pmCVTHSriuV6YhuXC0slF4jTqsZrw5uTuWPjQUtw5oTqlfXprYBZN6Z8Hr80s+y4JBpdOL2jofRfDHRVgNs6okMaF7hq5iPdnIETi3k3pnatre9IGNts8k8VFS7RY0opBECV8lSNqoktCrbOTIRgllo8WMKzqrnwOkxzgwMsgGJTUIs5pB/rykMg21wkkQEOF2465LMrPxTG0dPD4/qggb2MByxVXKv0GxzEYPLHh8THtN9yCgMdePIhst6s6BmLLRz2sgKFVBNpJqWrdX2/dKEvi6ycYgbFQdIpmNahvOSEvgMKtZ8/cI0MpGl8ePnSfLMeG9tVi6p8gwcy8xnKn14Mr/roKf2IlmspFSNqrIYiaWueHjzXj6h93YcaIcFU4PKpwebD1ejicX7sKI11YIbH/1wuvz4+4vtygq87/edBz/9+OeoPcXQGGlCy4RZXOAbGw4Pj+LX3YVYMJ7a7Env4JavklgNppsJNa3OOQjiC5kslFM2VhHKhub0EaVPHesDyglmhO01AZDmY2GQxfZeOrUKZw6dQqVlZVgWRYsy8LtdqOgoKDhPal/IVzgKNgh/35I2UhjwH2cYiwoGNCpWEOoGm1RQh9tsusmoGysPg2s+g/wdk/ghQTgX8nAB0OATR8rk18BmK3AlS8CzUUyXjtcA8xcBaR0VP9ZjMCW2cA7vYA1bwIVJwDWD/jcwImNwKK7gQ8GcSRv/nbgh7uBPT9o274SyUwqG42wUe10rfbcQlskMPwpYNrP3ENbbpBFDiD0glQ2qrVQBTj1opRlaZSBykaAu24vewZ4JBeY+DEw9HGOfJzwAfDIPk7ReLaJxsBxySGkbDz/0ft2YOZqoOetwsG6PRroOxMHrvsD165IlM0h9LPAz3uEv6U9p85g/mahlZUdwgmtk7Xh7rlbsL9I+v59hOjyxvZ5YMjQdxlMMy9FwEYm0ClNFgmTouwwmRiqQEYqG0nyUarQ67Ca8dw4mWYEEdgsJkzsmYF7hrXC84v3otwpfr5dXj9e+Hkv3lx2EKnRwskVndko/H2K2aiKdfiKgcpsVLLZikjgGne6TALL0Oepkg3DO94JmOV5AH6JKYBaZYBWkEQpSdzxwVevkOpLAE1qN8UwDEa0EypejpXWwOXx4SRBkJIEqtFQUgipJdfllI0RNrMuguNSRLP4cEk3prOhbHzsinYYplGJqIS0mDDMGqEu7zU12oF7RxhDdhZUkvc28fPTLjUKL4zvjKu6COcohfXF4IIKV5OoDCucHkq9F2XnrBQj7BaqSSZY2C0mzBiiL+PVRTSIbD9ejqcW7sSpcidev6EbRXaJ4YbemYJzHB9hE6zn8bGocHpwuLgaz/64G5+tOUrt8+QZbo6gZKOq1nqavC/VuL0NTSgkPD4/nryyPRIjle+JJgb498QuqrL9ggXDMDRpapBKicrLM6AJIADSlt7l8VMNAjazqWE8Zrcqk3xilugeWNA6KRL/u7mnLIkvphAF6JxEtTayWXFhAstVl8cvGJOUEDaqCSLXFTlWCtZGVW2WKYUgbFRJZSOg/nOQ8xM9FqoAKHvaspo63D47B5UGWg7LIa+0Fq8tFUZDaM6IJNWlpEWqGAj14+ka6fNeVOnGLZ9sxH6ZTFQ1+GlHPtYcKlFeEBzhaJSlalGFC04RsrGSFR9Dn6n14I7ZOahyqTiPwYKyUQ2yeYlc32KnswADYEwXds2GUja6ALJW0JTKRrOFFmYU5wr/1lIbDGU2Gg5dT4VZs2YZfRwhXCgoIJSN4YlC0iRENtIwW4HJc4GlfwdyPue6LrQiSVmpoAjKQpUoWJCdH1WFQO6vwMI7hfaZPh+ncP31b8Cq14Cb5gPpPdQdQ6VIw4EtUnfmi27smA8sflB+mdJDwEcjuLBh0ntdCb3vALKHyS9DqftU2Ki6K+W3aXVw19qccfTDXgr9ZgLDn2z8W1bZ2EQ2qmKfXQoMA6R0BvJW0+8ZqWzkwxYOdL2habatB6HMxosDqZ2Bce/8P3vXHR5Fnb/f2ZbNbnovhISWEHrvUsReUWwI9np6KvrzvDs98YrKnf1OsSEWxC4KWFCRKr13CCEQSEJ632y2zvz+GDaZ+U6f3Q0B8z4Pz0N2Z3ZmZ6d8v5/3874vcNlL7P2WMrDnsNGMv8/f3GYTJQc/+BPcY5XCTlDSwtMFC7x++XtaUbUDI7gZdvu/UdwXLnINZcilSnGEyWpTJpKF20BHPFlgIu2CBJkwMgW1qwZnoNXjw1Pf7udl63ERazXj5tFZyM+IxYTeSXB5/Zj80hpV3+t/KwvRm1A3kVanZJesGT4B2dhCm2EH4KcZbD5Wi6LT5G5Ooh3jeyfBaKDgpxlBcS9DDbllS2BV6hf+E2+8/h9EtZ6CH0YcZrLwg38MnJAmPQZ1iw1bATYznr/vcmqk2pb2Qo8NrWBAtFyRNjkhRlKUBfE2cxvpSTPsNSEgG+PDSzYqkYBxKjMb42xmWM0G0XtKl6pRPaxmIzLjIgXnAaBMsARjVZudaMOjF+RimoytaDCYfUEftHr9eHedtItKt/hIfHjHqJDke9I0g8pGfjFXyeq3J2Fhe7yaHeOWhMFCFWDJRtJCNYFDONwyJhtPLFZw+1EJi9GA12cMRe8UbWM3n5/GP747iI+JrF0/w+CzrSX4bGsJZozKwtuzhuNPX+9FY6uwcGs2Urj7vJ54/KI8ngWn0UAhwR7BUzAu2nISr604Ivps3XK8Dhe+sg6vzxgqyHskoZZs1KJs9PhpZCXY8Ok9Y3Dnh9tEr1GAHW+8csMQTMkLv6oxgKgIE89ilFSE6QU5NhKzl9cLq9mISLOR53RQTFgbxtnMbefMkCxla2U3QTb6GANoGFDtcOOi/mlY98QUXPDKWh6hnJcahbvO64nj1S14a227YsUtqWxUN34xGQ3omWTHYQ55s7qgCrNGZ8NgoATKXXFlI5E1GKSNqtJ1I4kgbFTNRkPbeDMAl9cvUBuKwUGQgUpODFIgbVQ3HK0JSw6vHMh7fbXDDT/NqFdqkk3AtIpaH6Fs9EH+mDe7fZizdD++uG+sun0SwcJN2nLZP950AsO6SzR4a0B5owtJjLSNqhgqmlz4ZmcZbhOJ4AgpyKZx2gvQNKAjPxmAsI5msgI2iWMYEaN/O50BYspGhrgPmsM7T4I1FvBwSPiqg/z3tdQGyev22FqgbAfr/tYFXegiG7ugHgwDlO/mv9ZzErB/cfvfXXJjcZgigMtfZm0u50/Rtm7W6BCRjYQtahSRVUEq4mqOAF/eIh9y7agAFl4N3L2SzYuSg98nnvepVh0ZKrgdwI9PqFvWpdWyggLG/RG44B/KiwqUjSL5jmS3kxqyr9sI4M7lwNI/itseGyNYBWcAZPddh9iokmSjhk59v0+6i/PkZqDPhXzF7rmIrszGcwumCCC+3WL0aJUDG4tqZVZoBzk5NYg0s5BEF1nwEcOxauJaF7PVVkAK1YAjTFab1Ve9RMYTaclHFtCcRGFOycLuxpHdMbZnEhZtOYFvdpa1FS36pkVjxqjuuHZYJk8x9tLPBZqydn7cV8H7u8nlw+6SegzJOj2ZNPK7dyNEMhubfUYs31iM99YfQ0mdUC13x/gcXD4wnVfUtRgNSNRgE0vFZMA4/mH8/afDygufxszR3VUvqxUkURpQwYihzuGBEX48bvoStxt/Fno7rHoWOLqStY1NDK2tJMCqUfqkRmPr8fYxbWGlQ8RGNdzKRvlpmlplI0VRyIiNxLEa4TM8RW+B83eKHkl2USKDVAKRIK0u1WLGqCw8N21gWLNBKYrCk5fl4+L+aVi4qRjf7y3nFZ/7pkXj6z+MC5kCts7p4SmSTAYKiQoEVM9k/rgmcC6TeY02i1GgjteDJpcXdS38gjf3ert6aAY+3FiMg+UKTYAA+qZFISU6EusKhdZ15/VJwmMX5mKoxoIuwzB46tv9+GJ7iexyn20tgdtH4/8uzMWcZe22eAl2C+6a0AM3jMiStG9MjuaTjS/9XCC7rVavH3/4ZAdeun6w5DJ2i1G1AkpM2dgopWz0sedrbmo0fn1sEr7YdhLPLOMXHf90cR5uHJmlmuwMFcjvq5RtqBZkvl4olY0Aa3Xf2sghG4nnB9dqNTc1GiNz4rGtWFoJQiobA64FAYVfot0iuHY/unM00mKteGNVIe91SRtVlc1SpfVOwfGbs/QAPthQjFljslFF2MKKKRtJFaVbRYMgFyFTNgZhowqw6kauSrHV64eaVF6SNLfrtPEliU3uuOtMwU8zqHW41Tdj6bJR5R8/nwrDwS3H61BQ0Yy8NO1NxbUON3ZrtGL9YV85/u+i3KAjAyqaXIgSmXs2M/Kf+9nWkx1PNgJsncygc3wvqmyUeL5HBp9/fUZBKht9LmHdOJw2qgB7DJtK2/+u5quUVTm+uZtZEQqX0wCA+uPA/PPZWvy183m1mi6ow1lMpXehw1BbBPz0JPBCL1btxUXWGP7fwSob/T7g0PfAx9cAz3djbTtfzgeW/wWoOaq8fmeHikGfAOMeCs22BcpGoquT7PyoOy5PNAbgamRVm0poLBH/vI4mG/d9JcyuDAUiYoCHdwEXPatMBgEqlY0x/L+VbFQDSB/MWtOSwcnnPw1MmM1/jRwU+WTIRjL0WS/0Zja6m4FF1wLHVom/v+UtYP5UoPEct+yWUzZShvB3kXUhrNig0uIGAGiChjFCWGQlbVRdjLBoMqoH3zqkiLRR1WEXHMjnCXTG1xGKhHi7lLJRIbNRRUGje6INT16Wj+1/uwAFz16Coucvw0+zJ+K2cTkCa8pvd2m7X/x8oELw2rR5GzH9rY1YX1gjKPyY4YON4v8GhXU+PLPsgIBoBFh70Wd/OITHv+bb1qfFWjUTDjeP6q6a5OiVbMfVQ8KjnKJpRlBYW3GwEnd/tB1rj1QLMoJqHS781zwPfzB9h0hK4pl0chOw4EKgplD8/SCRm8onNwoqm1FGEKRn2kaVzNWSQ5qEcqxL2agNpMIuAKWcOj3H2Wo24C+X5IeVaORieHY8/nvTULx/+wje636aCanVLqnYTo2xKipIyLzMgNV3CXFNXjU4A+f10eCWIYHGVi9qSStFDtkYYTLigztGoq9C0bdvWjQW3jUaU/P5c64BGTFY/fhkfHzXaM1EIwBsOlarSDQG8M3OMmws4o8rpg/LxINTesvmxKmxJCXh9TN4Z22R5PtacumiiGd9i4yy0cshr61mIy4dyC8wWs0GPDild4cTjYCQbAydslH72EgLYonnS1G1UNnIxewLcmUte8lGtwDZGCC0a1s8PPLQZKDazhexXD9An7Jxx4l6XP6/9Tghooo+XtOCf31/ED/u5Y/zxM4bclukpascGIZBtSNEmY2yNqrKhX7y2JIkrBQENqo6yW5S2UiqDPUiQaXzgxQqtOQ2koSvko0qTQsUYD6VGqBfROYgatAgomxXgsdHY+ILq/HHT3eKKuPVoqbRgV6U0JEkFfWQcw8rqGwOi006DwYTWzvhIhgrVQHZaJW2UT2b8xoBoQWtt1UYuRROG1VAWOv0EfNqJWWjpwVYOE1INHJRsgVYcBFQr00Z3AWdZGNlZSXmzp2Ll156CTQt/2D1+/146aWXMHfuXNTVnflOlS5oxI4PgXmjgM3zgFYRpcXaf/P/DkbZ6KgG3r8Y+GImULSKlUTTPtYua8tbwLyRwG8vI6xJ0eGGhswrAKzP9N4vgX1fBx9YLCAbSWUjcTPWYvdauIIlJ+VQJ2HPFCprTrUoWB6ez6UoIEFD3gpJuIlmNpI2qhqIWYYW2q6OuFNosUkOivxymY2c34r2s7bKx9YCZTu1nZ96lI00DXx1B3B8rfxy1YeARdNDp8LsjJCdWEZ3vC1xF0IKLRkVPoZfJDBCOCYTKhuFBURS0UYWlZDJLz4rwcWYUcBkAeBkNpLKxtOFLLJAQWY0kn9rLWhEmIyShWyaZgS5iEqQGoHsOFGPW9/fgsV7+Pc3A8UgO4r/HapdysPvDUf5Yy4lm0ExxNrM+OjOUYpFrKwE1iJRjXWWVrS4fbjro2147Vc+KcgA+PVQJW57fyv+sGgnL3cs5fDHuMK4WfnDnbXAl7eFZVyYl8p/Vh6paBYoG8NtoxqjoGyM16B0lcr7TO1SNmpCDymyUYYYrm52Y/5v0gSMFB6c3BuxQRZM9SCXOPdP1DpDWvArJ8hGKSKci5xEO29oU+/0or7Fg5NEw0af1Gh8fNdofP/QBNw6Nht9UtQ5PQzO4hf9mkQyG0klcWqMFd88MA5PXZaP7ERhQW1inyR8+8B4pERbcZxQhZ2Xmyx5LqnBxxrt8EjFWa9k5eOil/w4WC49V9FC9pEkXZPLJ1nw9hJED2kVb+6AfEYpRIeJbNTq+qAV8cS9hzyHyWaX8b2T8O/pgyQJxwTw56QG0LCjFTXN7HV2ini+cpsQhJal7HjB7ddGNpY1tOLOD7cpEidkc5yojSqRNej2qq+bNLZ6eeeogVLvVCCArLJReYwSaeEfs1aV34MkG3XbqJqCP28/vGMk3rh5KP5xVX+8MH0QVv7fJPRSee+XgqbcRrLJXKlZX0T5qGSjGoBeMlZvwxDNAN/vLcdN725Gk8T81E8z2HWyHj8fqMDaI9Wo5RLpZTswv+k+zDKtFKz3d8tCfGJ+XnBvCIBhEH6ykaJEchuDqLmS6xoj2HgLMZztZCN5f/G5hMKEcCsblY5hjEJm4+rngbLtyttxVABLHlC/X10AoNNG9auvvsLChQtx+eWXw6DgM2w0GlFdXY1ly5YhKysLs2bN0rWjXTgD2PuVcq6dkyAg9Sob3Q5WzVi5T3oZhgZW/pMttI9/WN92zjTIbg9rLPvdpYi95lPAoWXsP3sKaxmWe5G+bZM2eHZC2RiZwB5bNdYPAjBA4S9s/p8UpMjGjlY2hsvqVwtpyjDCa0dM2UjaYfpaWfWvUcWt21nH75ozmFgbB6UBlZKNqtsBbHmbbURo5HRV25KAYbcAY/+onMGoJ7OxaBVwdIXycgBLOO5cCIz5g7rlzzbIKRtJgroLZx2U7Pi4IDMbRclGSt5G1WykBHZQJ+uccPv8sBgN2F3SgI3NE/EgvlS9X8v849AEdoIRUCrWtfCfLQGihMwZIpWM4cwloijASFHwhYisohngz0sPYzpRl+oR5QM49fVWaC/iqsprFEFeWjS+f2gC5q0+im92lvEKRHE2M24YkYX7J/XSX+iSAU0z+MMnO7HuiNA+kIufDlTgkc934e1Zw0ExDPKKF6nfSNUBtgml5+Sg9pVEH4Jw2VZcx8s8NBoo3daYaiGnbDQbKdg1XAsZcVLKxi6yUQt6SJA0MRL37RO1Lbh5/hYBUa2E28fl4I/n99a8f6FAarSVl9fm8dMoq29FdxFCTQ8qiAYPNWSj1WxERmwk7zgeq2kRZDZmnW4AGJAZiwGZbBFq+b5yPPntvrYMVi7MRgr3TeyF1JgI7Clpdz1pFCUbhdeKzWLCPRN74q4JPfDizwW8XLmYSHPb84p0C5BSyKqBz09j5aEq5QU5IAvUvVUU4nXbOoJVpYllO2pTNvLHuuWNrZCqO5OqMlLxRo5xOhKkvSRJ0ugF6QJBWtIHC5JMJDMb4+3Ce94NI7LQM8mOt9YUYVVBFRgG6EOV4gXzuxhq4DtURVEubI74I9aemAHQLwtynLnOAVbi95NUNiqQyu+uLdKl0BJT+QajbCQzCRPsEerzAUkEkdkIsDaqXLhUko1CG1W9ykb+9iNMBk35l1azAeN6JQl+D737E4AmZaOgCZhhm7IlfpvjVY0g29O9KslGm8UIn59GRZMLfppBSrRV1bwoJToCPZPtwpgMlThU3oR/LDuIl29ot8l2+/z4YEMxPt50gvdsNhspXDIgHY8NcCLnu+vRDdLbHG88gM+oZ3G955m2eSN3n9XmsAYFUwSfJAuKbBSxUY2IASijsN57tpONZE3R0wJBS264lY1KVrSkuIYLt4OtF6rFifWs0CJ9kPp1fufQdRfevJntNr7kkktULX/xxRdj6dKlWLFiRUjIxu3bt2PWrFlttksLFy7E6NGjJZevrKzE+++/j9WrV6OiogI2mw35+fm44YYbcOmll6ra5vLly/Hll1/i0KFDcDqdSE9Px+TJk3HnnXciNVXmJA7hPnQovC5gucpcOy5cDbIPV0lsfkueaORi5T+Agdcpdyp0RpDdHsn5wHXvAweWALs+ZkkSKbRUAZ/dCNy4COh7ufZtCzIbCbLRYGDVjY3qbHkEUCKa64vFX1drDRoqhCvPjvazthlyHYYBuBqFpK6YxYLFDoAC78HtcajzeBdTD4p1b3mJApicjaqjmrURqDogfM9ZA6x/lVXh3vKtfIanHhvVbe8pL8NbfgEw+v5zU+Und3/tyms86zExV32GKZnxYVJjo0ooG71+Bn/8dCciLcY2FaKfZrC3pAGvrCjEpmO1AOIx0DwQE43Kz2nGbMM77iva/m71+sEwjMD+LOF0oYosxJHd+uHMJaIoCvnpMdhXFjprbR9jgA8GmDjEb4aV/A20q5WkyCI1SI2x4p9XD8CfL+mL3SUNaHb5EBtpxtDucWFRMwawfH+FItEYwM8HKrHmSDWmWI8izlWqvAIXuz8NOdlIqruaiJyttBgrTGFWy8gpBeJtFlAanm9ShE5ql42qJmRJqFlrHcLilMvrxx0fbtNENE7MTcYd43IwOS9Z0+8bShgMFHKS7DjEySMsqnGEjGwklY3pKs/Bnsl23rE8LkI2iu3jpQPTMaVvCn7YW46fD1Sg3ulBpMWE0T0S2jL8vtvDt3hrcvlgbZG2USVhMFAY1SOBRzYerWqf35AFXtIWVgscbp8mYkMM4VQ2AiwR4xOxYwyGbBTLSg2AVDKSSsczqWwkSY/QkY2kjWWobVT54xTyWouTsPEekZOABbcnoLyxFaUHt2DIqn/B7BVvLI6mWnFFzfvA936ciufHfHDHPKSy0eWTyGyUISZaPX4s3qkvZkNc2ag/s7GKzGsMxmEgxDaqLpXfw0G6jugmG/nHsUeSHYcr1DeiX2tS6JoAACAASURBVDkoQ/R3H9crEWsK1I0/xVAVjI0qwNaERObr24rr8MgH67GR83inGQqMSsPB4zUtGPncr23NMwFi747xORgmY8ld7/QiPy1aN9kIAMv2lOEvl/ZFcnQEHG4f7vxgG7YWC+t/Xj+D7/aU4aHDfwZFKW8vz1CK/zN9iWd8d/Bev2ZYeKIdBDAS118olY0mK1uLioxna2VcnO1ko0A5TXYDidQdQw3SRpWLiBj5JvyC5UIXOCXs+byLbNQAXSOvsjL2Qd2/f39Vy+fn5wMASks1Fg9E4PV68fe//12Q7yKFXbt24aqrrsKHH36IEydOwO12o76+Hhs3bsTs2bPxxBNPyH4WTdP405/+hNmzZ2Pjxo2or6+H2+1GcXExPvzwQ1x99dXYvXt3WPfhjODAt/oUYAzNEila4PcB299Xvzzt09aF0JlAWjtabEBsJhCdKk80BsDQwLf3s10VK54B3j4P+O9g4J1JwKpngUaZa4wkn8Q6PeS6P5SgpKjqLDaqPSaG77PVqjRJVWNkvLhakaKEtqdqt9FCdD0HCD1FZaPMAKvgR3GikYvGEjZXUe4+oIdsPL5OeRkuaguB5nJt65wt6FI2ntPITrRjkkrC0U8M48QyG0kbVRcjnBT7aKEF1MOf7z5NNAIAhT96H8Juuqf8Dplt8F+/EEVM+wSRYQC3jxaoRAJd82Q3PtmtH+5coptGZYX08wDAy/C/U7yRXyQVy81UgpQNphbYI0wY3zsJlwxIw9heiWElGgHg483F2pbfdEK6MUkOetZRQILdIptZFm4LVYDtYJdSO2jJawSADInzJ6gi5+8Mu0sacMuCLaLv/eO7g7hlwRY0cJoqvt9brqmwd8f4bCy8cxSm9E05Y0RjACQZdjyIAiUJMrNRjbIREKoB95c1ChR7WfHihKjVbMT04d3w7q0j8NX947DwzlG8DD9SmSqubJS/5ki14LGaFvhpBi6vX2DX3TNJ/1gt2Pt2ot2iyoI5mHsDqZZq+8wgbFTlyEafgrKxQ9QxEiBJ03BlNkaGXNnIvyZIVSn5Pon0KDNGbn1EkmjkYedHSDi2hL++rLJRO9lYUNmsm+hNVKFsDFi7qgGZYR3UczhIG1X9mY38JjrSLlgtyO33SLJrUnneNi5H9PXrh2dpuu5Jy23yOSULsXm5iFNYRaMLd324DS43//dXq2qkwDbxcVX6LLF3Cte+uRGvrxRmmDe2evHnr/dizNyV+GGfvrxH7raWnW7MeeyL3aJEYwBjDQeRS6mv/U83/oYotDc0mI0UZo3O1r+zWmAiycZQZjae/mwxK1U5ouxsgBKRaLaFv+lfjrCNTpd+D9AnsNEryvmdQtfIq6aGLRRHRakbKAeWC6wXDN5//30UFhaiW7duisvW1tbiwQcfRENDA+Li4vDiiy9i/fr1WL58OWbOnAkAWLp0KebNmyf5GW+++SaWLVsGALj00kuxdOlSbNq0CW+++SYyMzNRX1+PBx98ELW1InmGIdqHM4LCn/Wvq9VKtWIPaxeqBYd/0LZ8Z4HAx/r0pHjL2+o/w90EvDMR2PAaULGXLbKV7wbWvQi8NghYPVc8v0hJ2Qgoh+jKIec8+felMh3dzR2bwzn0FsAYers4AOqJUzV5jQGQSjW92wgQemaSbCQzG2XsZdQ2IDScZG1WxUDTws4uJbKRprXnnQIdr5rtKMiRjV3KxnMCT12erypfg7RRNVHKNqqksjEAspBEqk+aEIWbPE/jJe/1KGf4kybGYAYGXAfcvRKm3AthNvInF06PX0TZGCAbCWUj0a0f7lyia4Zm8uy6QgEvYRxi9fPvRWK5mUoIRtl4JuD0+LD5mLbx4Loj1fDrGQ5Q4Skkk+pGLrqF+JwRA0VRkvcBMQs7KXj9NPafEm8A2l5cr6lI+nvFvtJG3Dx/M8oapItQvxXWYMb8LW25u59u0Zart2x3uYA0OVMgiT0yry0YCJSNKhspehJqPFI1nWi36FbXkPblza1eAZGZINN8ALC2j1yVjsdHo7TeieM1LbxpTrzNrClvlYTVbMTgbvoVEWqzzLTkK5KQIk+SglA2ytlfkkpGUvl5JpWN5PcgFWF6IXR9CHVmo/w5qtjwUvCjpkagYac+BVcZw7WOl1Lfkb+zkrJRDyJMBtHnMKls1GajSmZCBlGXkFM2qshLIxsD1GY2toRM2cjfvtlowD+vVido+eulfdvssknE2y14WKUVuc1ixLXD+LXlymYN6jaKYm0yuRDJbfxg43E0uXyCxlC1eY1Kw+OXVxzBwk3FbX83OD244e1N+GJ7iYCY14uSOif2ljbgl4OVsstdZdio6XOjKBfON7QLeJ67ZiCyEsJswRlAODMbA58dKaI6PduVjRQlVIVyEW4LVUDe7U2prq3ViRGQr8F1QQBdI6/oaHbyXVWlLi8gsJzVGlyhpKSkBG+++Sbsdjtmz56tuPw777yD2tpaGAwGvPPOO7jqqquQnJyMnj17Ys6cOZgxYwYAYP78+aiuFsrsq6qqMH/+fADA5MmT8eqrr6Jv375ISEjA1KlT8dFHH8Fms6GmpgbvvvtuWPbhjKG1IYh1NZKNenIeW+uVl+mMIDMbLXaWhCvdpvGDJIYbjB9Y+2/g12eI1xnAQVyvomSjQgeIFDJHABlDpN+naaBegmwEI1R8hhNRycB5/xeez1ZLbmkh2wTKRpXbkPq9BQMqonAWzACLi20LxElkVwN/AE4ZxAdgXBgM+gZkSp97tkKui5U8X7pwViI3NRof3TkSJqN0R6CREtqoGsQyGwkbVTKzUQtciMAb/mswwf1fXOeeg/s9s3G75wnsuG4jcN0CILUfAGHxwunx6VY2hjuXyGYxYcHtI2Qt8rTCTZCNZGe/FOErh1AoGzsSTa3aFQQ+mkGllUyyUYHkvtrXUQFZsrEDlI2AsFAdgFplY2OrFzPf24KXfzki+v4rK47ghrc3idqAdoEFTTOY/cUuwb1IDIfKm/DqikIwDKPZnrm2xSMg4s4UehBk47Ga0DVvkVlYqpWNyeQ+8ecO3YIoTMZYhcRWXQv/mlB6RhgMlMCetLDSIWKhGnxT2Mwx+hUfaixUAf1qq+HZ8ZK/aTDKRjl4iC4VrVl+4QT5PUKmbCQbsYLMqCOhlB+u+Aza/amm7XV3FyKPaleNZHDOIZKQCmT6CbI5ZX7n5Gh9Y7ykqAhRpXmEidgnDTaqIVU2GgxgNW8iUFHs10s2NhPW8moaJMUgJJL9mDk6G6/dOERSPRttNWHutQNx36Resp/94JTeuOc8+TFldIQJ7902AkOy+KRFpdZnMTk39/OPj9dP48tt7PltJshGsnE0GLz4U0HbveHxr/agoFK9Ja0aUBTw6ZaTisulUtprtSlUPRLtFrxx81DcMCL0rjOSIJWNci5fSpBSNorFJZ3tykZAKGLgvdcBZKPcMVSqa6eqa2oIep3fMXSNvHr1Ym/sq1atUrV8YLkePXQUEDj417/+BZfLhYceeggpKSJECQcejweLFy8GAEydOhVDhgiJkIcffhhmsxkulwtLliwRvL9kyRK4XOwN49FHHxUMNLKysnD99dcDABYvXgyvl1/QC8U+nDFYY/Svq5U81KPEUeFB3ylBqrPMNqBJX36ALDb8Fyjb0f63xyFUVYoRXNE6bFQNJuDCf8gv46iQtyToaCvVSX8GRt4jv4zZrr17RbfqMFF6WdIWU623uCCz8bR6UskqIpgBFhcNJ4BmEbsOcr9siacnSgrIVZcR3IaMYSyxfC6iK7Pxd4EeSVFgJGoXF+SnoE9qtFDZKJrZSNqoBk+q+WHEdqYvfqJHYQ09BN8W8O8bJCHY7PIJChPSykaSbCRziULfVdg3LQZLHhyPKwdnwCRi3xSnYBdGglQ2mrz8+7ae30DKBrOzIkomb1AO4z+qxX46R9tKw27VtS0l9EmVvp92hI0qIJ3bqEYZ5acZ3P/xDmw9Lj8u31PaiDs/2h6yzvdzDeuP1qBIg43oV9tL4HD5BDlyahBsFl+oQBJiobJRZRgG5YSlaLpKspEkQElI5WmqAUmsNLm8qHNos1EFhFaqR6sdOE4QtaRqVA+uHpKB/HR1c3XS3pDcRyloIQYDiDAZ8PQV/RBjFX9mBpPZKAcvce8SZDaegzaqwkasDlY2KqnrJZuMpdGdam+U5SobhfmI2m1UeyVHqT73uZBSHQajbBSQjUGoiAFINKGqy0uLtAjJPjUgz2P9ZCNhkXv6N502NBOb/jpV0Nh194Qe2PLkVMwY1V3xsymKwlOX98Mnd4/Ghf1SwR3ex9nMuHdiT/z06ESM65UkaJCobNZINpIKU8JGtay+tc3+1ETxj7FaG1U1aHb7sHT3KRytasavh9QJg7SgT0o0dp1UFqXoaWxNio3Cxr+ejysGZejZNf0IqY0qf9zQdg2K2qie5cpGADDJjLs6ol4vdwxjFMjGnlOAOOX7SBsMJmDITPXLd0Ef2Th58mQwDIP58+ejqKhIdtljx45h/vz5oCgK559/vq6dBICffvoJa9euRW5uLm655RbF5Xfs2AGHgx3cX3zxxaLLJCQkYOTIkQCA1atXC95fs2YNACAnJwd9+4p3TQc+u7m5Gdu3bw/5Ppwx9Jysf12tysb0QWyAqxYoWXZ2VogpG8Nl6bn1vfb/kyq3yHjhgxUQdoAk5clvw2gBpi8AcibILyeV1xiA2hzCUIGigN4XSL/f/xrgj1uBmz4DLDJKMZKMVJ3ZqMFGlVSqqSY0yczGgLKRGBQIMhtlbFS1gktwt9YDv70CfHQFsUwrcPRXZStdJXKYxCiNy59NkLVRPUsbMbrQhtJ6Jz7behJPfbsPfonrYnh2PA5XNItkNgqLHQKyUYeqTgmVhFKFLF6cauAXly0mQ1thjCQPWzw+Xo61MJcoPDmDWQk2vD5jKDb+9Xy8dP1g/O3yfPz72oFY8/hk/O3yfpo+y0PkYjIuPtnYqvE3sFmMiIk8u6xboiJMgk5xNWBA4S3fVepX6DERyBymeTtqIKdszIzrGHsnqaJ9ggpl44qDFZzcVXnsKWnAkt1haH47B/DdHm1RD81uH347WoPUGG0FZIrqPBmaPRL5Y4lTjS7dNoRcNLZ62ywQAcCg4TtnxEYKCvxcdA9G2UiQjV4/I3j2JNqV95PM/TpaFR5lY4TJiA/vGIlcmYYIgCUWk4nzsFeyunFibKRZ0Hwj1owTQHSECQtuG4khWXGSz6uwkY0KmY1yirdwg1Q2NoeMbAyvxbwSmRin9AzSYW9OcxR63AYrMfUboM0ul6Io3DZWuyI4UYIIFBKgGshGRwiVjYC4larKvDQB2aeWbCQbAfWSjSZpstNqNgoI5MsHpWt2OBnfOwnzbx2B3c9chF8fm4i1f5qMbU9dgCcvy2+LUSCf1w1Or+pjAUDYCEzUU7jnqhn8Y6fWRlUtNhytwZfb1eclqoXNYsSVg9NVWe/vpeVVp2Ioj+ovUAx3CEJqoyqibNz3NVC4Qrjs5reA4vWaN+Fw+7CnpAHbiutQUudUXiGcONPKRlkbVQWy0WAEJjyqfltDZioTmF3gQdfIa8aMGUhKSkJzczNuuukmLFy4EA0N/A6HhoYGLFy4EDfddBOampqQmJjYllGoFQ6HA8899xwA4JlnnoHJpPyAOXDgQNv/Bw8eLLncoEGDAACHDh3ivc4wTNtrgWXEMHDgQBiN7E3x4MGDId2HM4qBN2gnAANwqitstMFiBwbP0LbOyLu0Ld9ZIJbZmJQr73etFweXsPalgIilpoSCkfS2ttiA8RI34V5TgT9sBPpPU94XqbzGADqSbHQ7gLKdwNb50sv0vwaI7QbkXgQ8vEtIbkcmAJf8G8gazX9dNRFIXCN2DZmNam1USfVkm40qca55+SRAyGxUgfbvVXUIeGs8sPIfwnPR4wAWTQe+exigZQavWSOBYbep227Oeew97FyFHNlIKmG7cNbgaJUDd3+0Dee9sBp//WYflu8XUQafRlk9O5nxM8rKRisVOhtVKZDFANKWqYwgGxNslja3CJI8ZJh2iyxAJJcoIrwT0ZRoK64b3g13n9cTN43qjpwkO64YlK4pv4pUNvqc/DGyVsI3Iy5S1Mars+MWnVZ/P9Bj8KYawjEpF5j+vq5tqEFuypm3UZVSNqpR2368WVtm4CKNy/9eQNp+qkFlkwtXDdbWnT+1b4okudzRiLWZBbahochtJG1ik6MjVOfpGQyUrLoxmHwns9EgS9ZEmo2qGl1I5VRhlQNFNSTZGJqmsNQYK759YDyeuCRPMnf4/dtGoLSO//xVq+4yGCjBc29od2FhLyPWikcvyMXKxydhQh923C91HidqyKbT8qwnyUahsvHMPT+jiO8RMhtVQWZjqG1Ug8xsTFZoWBbBUSYTAJs/ySWspdRvbg3KRgC4aVR3jO8t4yYkAillI7ktTZmNoVY2is0LVealkURuq0fd9xDYqOp0sxBY5BIEnzNE2ZAAe1/qnRKN7ES74Lljs5gE462qJg01EVJdSmQ2pkRHtHG/ZGNoqMnGU42tKAyxfSoAzBqTjWirGSnRyorZr/yT4GHUf68DdDYOUuoyNkMOgbIxhJmNJzcDi+8SigAAoHwX8OEVwBbxODYSR6sc+MvivRjx7ApcPW8Drn97E857YTWufXMDlu05xWvU7TDIKhvPtI2qQmYjAAy/Axh9v/JyPSYCl76gfr+6AEAn2Wiz2TBv3jzYbDY0Nzdj7ty5GDt2LCZNmoTLLrsMkyZNwtixYzF37lw0NTW1LW+36xtcv/baa6iqqsLVV1+NESNGqFrn+HGW3DAYDMjIkJ7sdevGhgE7nU5UVrYH3VZWVsLpZImhrCxpz2iLxYLk5GTeNkO1D2cUEVHA1DnqliW7qfRkME6YLZ9bx8XQW4CUfO3b6AwgswktNrYjo/81od+W1wl4Tg80HMR5JZbXCABRxE25uQJolSCPB1wLJPVRty9KysaOsFGtLQK+mw28lAvMnwIU/Sq9LDcTNCqZLWhyMfZBYMwfhJmAqolA0kpUg7JRLTFLknptNqoy3Vu0n839DAV6TmGtDZorgIXTlO2Cdy4EfnlafpnLX1EmHHtNBW76FDCeXSogTZBVNnZlNp6N2HWyHte8uQG/HqpSFPkCgPd0I4mazEYtyka9uYWDuvEH+2TRtqyeX+zkWkBaTAaYiWxKbjFO0D0dBhtVJVjNRrw+Y6hiIQsAxvRIgIcgGy1EF7NWslGtzWBnw1VDMjBMpDitBi/4bsKfvPeihBYZGxojgKGzgDt/DqtddkykSdI6UW1mYrCQIhuVLB19fhqbirQ1/+0tbUSzK4TuBucI5NR0UrCYDJg1JltWCUbitnE5mrcTTpCkWCjIxopGMq9RG2kvR9QFo2wE5DPq1FioAkIir6jKgWPVobdRDcAeYcIDk3tj3RNTsOLRiUghFFK/HKzkkSCRZqMmS25ScbWTsM97btoAbPjL+Xjkgj68AjSpFAXY46tFtRJMZqOAhDqDysaoCP6xCJ2NapiVjTINLRSlnOmo1d58k78fTjBsHSKdaLCSIqRIUllpjGY2GjD/1hG4uL/62BipRjPyXPbTDHwqCceQKxvF5rwqVUV6MxuFNqr6zj+hspJ/DMk5QKjPcy5SY/hjbU2NRgIbVf5+x9ksmJTLjlfJzEafBlJODXadbMD2Yu2ZiXKYnJeMxy9iGwguH6Ss7qpBLBb5L1T9+a/5psOtw3o+JCBFH9zaWMU+YO0LwPI/Ayv/CRStahdziIFUNlYriYkYYPmfgMM/yC616nAlrnj9N3y+rURwjew82YCHP9uFx77co/oeFDKcaWWjnI1qtIqGP4piBSRX/g9I6Cm+zNiHgJlfy3/XLohCd8Vm8ODB+Prrr/HMM89g69atACBKlI0dOxbPPPMMcnJydG3nwIED+PTTTxEdHY0nnnhC9XoBpWVMTIysEjIxsb27qb6+Hqmpqbz1AdbqVA6JiYmoqKgQVXcGsw964Pf7UVBQoHt9HmInImHQA0je+6b09sxRaO5+AeKK2vMmG8qPo1LHPkSc9yq6rXkEJpd0caQpayrK+9wPhOo7djDSa8rB1YtW1jvQUFAAS+ZVyN7/DQy0R3JdPThy7CQYowVxx/aBe1Y10VaUixxDo7sF3J4ixlEJT9EGiA2Bq04Wot6m7ndIP7EHcjrZsmOH4fDoP++VYKvYiszfnoDBp85qoPrkEdRFtX+39KqTvP2vaPKgsaAAaS4/uI+4ytJjaFBxTLpVnwC31HCq0YNmiXM6xekDl9KsPnUcdSrO/54Np3j6peKaVrj9BTC1lINrbOH3OHH09OdRPhcIWlU3yjIvg6OgAMk7XkGCQ1qhxcPmeTiWNBXe6G7Sy+Q9CGviRMQVfo2ost9g9DpAG61wpo5AQ5/paEkfC5woB1Aeku/RKcEwkOoXrmx0ouEsvT/+XtHk9uPub06i2aWe6Pc5WVtOYWajcJJhBZ88kMoLTLIZ0SPOhNoWbc8hswEYGuvijT1oL3+ydbiE3/wQAS9v+Qgjxcs323+4EGnR7B2shSA/TpUUw1nd8TY7CQDmXpSOF9dVosIhLBZSAK7pH4vcJDO8ZfLDa62ZjXZ4Qje262D8dXw85rS6cKhauzrsK/9kLPZPxATDPgygjsNC+dBiTsJ1V05nm31KqgFUK36OHjjcfvx7bSXqJK6H8/7zK56YmIqR3cJrXe13iRM8LXVVKCiQJn9aPDRoHXWbPQePINl+Djfr6ECmVTs5EOtrgKvGhftGJWLe5hrF5a/Oj0UKXYeCAh0Nm2FCgpn/vbceLkbvCJW54RLYfaSR93eUwavp3hZLSSsOvA0VKCjQ6K7DQQQlXaSzm2hV++mjGRgpIPA4cxAFeQMFuGrLUNAQHqXd4FQLVnBUUx/+dpT3fma0CYWFR1R/XiThjOAnbirpxiYcOSL8vNbGRsFrsRZo+q0Zhn8s5dDibOV9dkkp/zx1tzrP2DO0lnj21TWHZl8aHPwmruqKMhT49Z//JMjfmgu72YCjSucRk47shL6w1h1Wtb13/O0xG7Fm/vXWRKjbWr1svauymn9vbW6oU3VsHxsVjct7mPHd4UYcqHShvtWHVp/49/1iazFiGQcm9+Q3c4odn/2HChBplic8/TSDWoJsbKgsQUGD/nFtL4YSFHXdjBHFKo5FSyOflCqvqlF1DBta+Od19alSFLi0j8cqavif0+Rsn08wDCMgNctPFqOlKjxzALIx8H8/7cU9I5Pa5iNy6EEzvDbC4qJCuInH+QXdTVhTAJjCbKMK6LNrjjRTaPXyz2uLkcJ1A+Iwc0gMjhcVAgAGRvthMxvgVLAOft53M9KpWlxq3Ca73L+8s7CCHoFsR+sZuU+nt3r4db6yE3C5vkPK9hdhq9nDX/i3l+GJykL10Ifg6DZZ8FnJ1eWQZw7E4fppDk6gl6j18dFaNx79oVTQVEPi211loDwO3DcqfE2YJLK8DKQoxSaXX7TeHErI1S6Lqp3wOVVuP2oMcNGniKzaicz1f4HR0z6GOGkfhNai4qD39UzC7/e3uXF2JIKaTfbo0QMLFy5EUVERNm/ejJKSErS0tMButyMrKwtjxoxBr17a/ZoDoGkac+bMgd/vx+zZs5GUJKP+IdDayg7AIiLkO4Ws1naGOqBkJP+v9BmB97nrhGIfOgPq+t8OZ9ooZK6dDZO7nUz1m6NQn3sDGnpPR9SpDQCHbDR6hBMMNXDH56L40k8Qd+QrJB5YAO6tljaYUT72H3Bkna8rA6CzgPLzJwb0aem5J643ysf9C+kb/wYDHZqucld8HpjTeZBGF3+047OKW4j4LbFgDCZQp7uxKIZGRKN4LqvBq16NaHHwVW20wcIjVg2kvWwIYWksQua6x2Hwqy90Gjz8SaqR+Js+bTFMm/iPV7Xfw+jmNyb4rfESSwK0mV/IVLUNhoHRzZ88+CLYbTAGfpGb8rdPeCiFc48BBQrKs/6m7IvgyJwIyteK2OPfK+8vB3FHv0H10Idll3ElDURF0kD2D9ovzEk410FRYCgjKBEVKnlOdqHz4+cjTWjUQDQCrMVUXlIE/LVkZqOIjSqhbBSzUY2yGPD3qelYe9yBbWXa7sdX5scijshnshLd5VUO/r0l1sq/Zq0mAxwc66aARZaPZkDOZa1n0A5tQGok3p+ejW1lTszfVoPSxvbvNa1fLO4blYzvDzcKlI0k3BqVjWcz+RNjNeKlyzKxqqgZH+yoRV2rtnOdhgHr6MFYh9NxBD5gtMeOrDC6mLp8NJ785RQKaqSJjSY3jWd+Lcc/L0zHiMzwEY42i/iYN8Yq/9yzmiiYDIBPY5NztMT2fs+4ODcGH++uU03e5iZFoE8SO7e7Kj8OFqMBb2+pFi1mmwzAjYPiMWuInvJUeJEZw79Pce93elHdwi+AJtu03dsyY8WLvgYq+PtkVIT0uR+rUrVjMlDIjDHjpMSxSo0yw2IM3zNsUFokVhxtd0ApbeLvR1acNpve+Ejp7x0faUSGRBFejHBRumeRoCgKNosBzW7lmxg5TvASFyvpntCRII+FUoFeLUh1ixLJpRVGAwW7xYAWEVvNGDXXA2VA2YQX0H3lfTC3yDeAvuC9EWvoIW1/k9dyBPH70czp8SExnNDyO+clW5GXbIXXz2DOr6ew81Sr6HK1Tj/mrq3E8XoP7hjeXj8xGigBGe71M1ASfDa7/bxnickQ/HOXoYT3PlrO3pCDCGJMrVZdRp7HUmMV5e1L29F6/YzguUsqIUOBRpcfr6yvwsEqfq1o/YkWbDjRgok9ovDIuGTY5VSV5G/ACMm+EZk2XNk3FmUFhO1zcCX5kCDRZsT8a7rjuTUV2FHWfi1cNyAOtw3j1w3tFiMem5CC51ZXyFaFfDDhQe8juJleiTuMP6GXgX8fqIkfhkcrL8JvNBsppsWKOJQI1EsDsDQdR8qu12Dwid8TLI4SZP722vXhOgAAIABJREFUBCpG/hWNvfnudJRfn3DE2nAU1pp9cCUL49s+3lWnSDQGsORgI67tH99h80ZGJgqMJt3UwrF9k1VQVw5Aqt4tCcqA1tQRaE3sj6jyTW0vW5qOozVZOhKvC9IIyVnYq1evoEhFKXzyySfYv38/+vXrhxkzNGb6/U5hNBqRl6fdI18eecCWOQCHIDHe9h2Sug1DEgBY6wFOw0q00RvcPvQfBhxYwHvJQFHIvOABVUHXnRpb+AOk9KyeSA8cq7w8oO8IYM1c4KiIxWfGUODULtWbsk54oP13KOAPeBKy+iJB6jeKzgAaTyp+fpLdjCQ1vzPDAN+c4r1kSOvP+y7pCfb24xBqfDUX0EA0AkBiJIVE7v6s4a+f0WsA0DMPONkN4DQNJ8dYkazme/zAJ2qz8oYAaRLrVXUHOHGwiXYzf9/E4GoC/Pwiae9Bo9k8ARe/GcDgdyMvN5e9tkjrVcoAMO0DPwoMG6S8/lXpbQ+9BTGXv4IYk4UNvdZASgNAQsNe6XOzC+0wmAC/sGifnt07fNdSF8KCld+t0bxOVGw8Hs7PwbzP+B17YpmNEYLMRv6kalJuMp6+oh+MBgpv7dipaT8uHZCGF2YMhYmwKEvZ5QROtquuaolbcHZaIm+cEGsvR42z/TmVkpGFvO7xaGz1AmhveKEoYFC/vmc8v7BfPuCxHMNzP7bb41DWKOTl5WFFWSE8jPzwulUj2TiwVzfk5Ulb+p8N6J8PuM0FeGP1UeWFFZCUnoW8LH32rGrwyoojskRjAH4GeHVjHTb8ZbAme0AtyCkvAvYK7bCG5PdGdqI8yTk5z4FfD6mPZxjTMwGDB5ylMQVhxswTjOoMzCcuG4i8vHa3jrw84M4Lvfh2Vxl+PVSFRqcH9ggTxvdOwg0jsoK30AsTRvsq8P6OdqVUrSf4OaZ37x4A7edzfk468vLU1xCckfV46Tdh9lFGXCT65/cNat/SNjdhf6X4fCErNV71d+/XzYGTjeKOHn0z4sIwT2+HLdmJl9eLZEOdxtBeGcjLUxmBAaB3MYOfC8XjG8b2TkbfvvxjzjAMFqw/jre2ChW6h6rd+PyID09c3FdV/iUAxESWodktXvDlgjLwz83NtcXgqt4T42PDetzlEN3QCqB9Xu32UyHZFzddzPu7X24vdIsPbcNhYtQptNQJG9BS4uwqv0Me0GcN8POTwMGlAmvJ43QqXvVdh2X0eN7r/bLTeOcpm0XGj2Tp3qMXbAc8ANrntZlpqcjLk7DCk8Dflx2QJBq5+HxvPYbnZuH6Ee1jMav5OC87MyunJ9IUbO8PlTcBKG77OznaKriONCPCChA/U2R0gqrfKKv+BLCt/T4fYYtSXI9hGLR6+WO5Qfm5iNNhL2+rc4J7ffgYQ9v261s84P7uJgOFAfl5IZ0D1LV48MDbG1FULe4UwQBYe9yBGrcBn987BtFSucorbACn5JGT1Q3oJjyO/81l8OXXJbzajl9fsllIcffEPhg2sBcmVJiwo6yw7XVrlPgzKy8PyMgox5+/3iupohyZE49txfVY5L8Qi/wX4JK4Mrx9RTJbw0jtjwZ/Kn57ZW3b8n6Eo46tAkdSAE4aWsKx7wAJopGLtO3/QdrQS4CM9kYJHNZPsGUbKoC863mvnWpoxdZS9fMmmgG21Zrx6LBQeZUpYGcSIGFgFpeUgbiO+D0j44SZmPZk5PUboO/ziocDHLIxzdCItLO8trZ79+4zst0z30YhgaqqKrz22mugKApz5szRLPuMjGS7edxu+WKBy9U+qbDZbKL/V/qMwPvcdUKxD50GDAOQNogxHK/uSKIbV09mIxdkriEA+D2Aq0GYkXe2gVSlWfjZHug2Api1mM04/OByoJlD0k38M/DTE0CDMhGIxD7AwBva/yZJpCgZy9LoVFVkI0laScJZB7g5ykDKAKTwyUbRzMbWevZciExgsy3dDqDpFLt+bDd1vtmOKuDQd+r2k9y23N+B85DMx1OTPckwQAthqSWb2UgY0KrZBpkJGRnfHlwu1mXk97Dh2GQ3liWKPWe5k8NxD7MZo+9MFH7OpD8DU55s/1ttviQX7uAsun43MJgEhDKArszGswwur19XDlZjqxeXD0rHqSPZwP721w2UsPMxysAnG6eN7IUBtt6Is5lxQX4qcpLs2FfaiFkLtpwm95TRI8mOO8bnYObobBhFMskiiVzFqmb+uUrm3dmI5Z2nizdkJpHdYjrjRGMAGXH8rvFALmWD06vYpazVRvXtdUXISrBhbC+NXZqdDD1ClFUWpyQdCAIeH41Pt6gYA51GjcON5fsqMG1oZlj2J0oiszFeRYbcrWOzNZGNt4zJUb3s7w1PX9EP5Y2t+PWQNJEDAHOu6IcL+gnH2NFWM24dm4Nbx+aEaQ9DDzJb8Fi1AwzD6LoH0zSDdYXV+K2QP/5NjNJ2L4yWyPEzGw1wuH2I0pDzR0IsZzAALXnGvVOigAPi7/VMjhJ/I0TISrAhMy4SZQ3ihVIyU1IJUnl1ADAimz//ZxgGT3y9F1/tKBVd3k8z+GBDMXaXNGDRXaNVZTKq/T1J1YenM2U2EvfwFo9P93UUAMMwaPXwm8vCkWcdbzPjpEhZRy7PUYDoNOC694HmCnZO3lyBI7Ve/GO3DRvp/mBEiBYyp5qiKESYDLwsTrePFiih1ORqc1HjcGt63s9bfRTTh3WD4fS412Iy8MhG8rwTQzUxHg5JswmZFwjoz2z0KLtPuLxCm3YtGatckHmcLo5cVSyvMdRzgKeX7JckGrk4cKoJz/94CHOvFSrPALTXWQLwi8+nDAYKNwxL45GNXhgxrHs8pg1Jx9zlBapzM0OFC/ul4p7zegAA4ohru6FVWql32cB0DOsehzFzV4m+n5sajW1t2ZEU6uMHAQPGtr0fQTQyuDr4e7fBRFyDXpXzcoYGNr8JXPtu+2s+5UZFSXiFzU47TtRrjkTYVtyBdvxy9VhLB/EaYmRjdJr+z0smiMVqdVbgXRDizLdRSODVV1+Fw+HAtddei6FDh2pePy6O7Xhubm6GzyftWV1X134xxse3E1mB9cll5D6Du04o9qHToLWeT0JQBsDO8YK2kWRjkHkBUjaRJGF2NsJDko0SN+GEnkA6IdduqQJmfQPEKBS04nOAWV/zP9tBFJuiZLy81d6c1ZKNdfxORMR2A2zEee4+TaB5nMDW+cCbY4H/5ACv9geeTwdeygP+0x2YNxJ4YzjwQk/gu9lAtUJeROk2QRelKrQ2yP8dIBsjiEm7WwUR6HEISSKbTAGZJKTVbIMkG+0p7f83WgAQA/VAmDU5QDJaAAtRHPY4pCcw5LHW0xxwtjcUdBSMEpM68pzsQqcGzegIVUP7hOzuSXyFAqlsnJKXjF7x/In8tBG98PjFebj7vJ7ISbKjyeXFXR9tU0U0Wk0GvHfrCKx8bBJuHZsjSjQCwuIFiQQ7STbylw+QjS1ETo9aNURHICOOP8E61XiabGz1wiNiVcuFS6Oy8Vh1C25ZsAU/7D27s2gvGZAmSRaoRc9kO7ITwzeB3Xq8DjUObcWC7/acUl5IJ2JEyEaTgVJ1HM/rk4TLB6YrLgcAk/OScemAICbn5zgsJgPenjUcc67oJ3r+je2ZiIV3jsKdE3qcgb0LD7on2sC9xTe5fJIZpnLYeLQG57+8Brd/sA0VTfxi2t+XHcAilYrR5fvKceUbG0TfO17Tgqkvr8H+Mn1RHgAQI6VYAZBgV08I9EmVHof1TA5vxisAjO4pbcnbSyPZKUeEjMzhb+eDDcWSRCMXu0424G9L9isuBwB2lfa1XoJ0CpaECiVIEpBh2sc4euHx0/ARFWibymOlBbESSjWyYUwVotOAUfcAU59G06jZ2EAPFCUaASAzTmgBStpturz+oEnlxTtKNVk3Ftc6sekYRwVIOBq4fcq/q4BslCH0VYMkugDVhX4B2aiC8Gl28+cLESYDzDoJfdIW1e2jTytZhdcJ2ZgYLMoaWrF8v/px9eKdZafVliIwEPsmE01T0cCv5dCUCV/cNwa3juuB8/NTJNYKPaxmA+6d2BNvzhzW5lBDko2NTvm5YbNLus62fD9frEKqfgVEs1bf/1CBJBu14MC3/OZ6n/Z8+jZECX97NeQ/CannC8MwcHp8oSV15eyaVTY8BA2riNNNtLq5jyiSCLKxRn3OdRf46LTKxtJSdrC6ePFiLF68WHbZW2+9te3/gVDZHj3YyZ7f70d5eTmyssTtpwLbsdlsSE1t70RNTU2FzWaD0+lsW0YMHo8HVVVVvG0GEOw+dBo0E6pGezK/0E0qG1vr2JG03s4jkpALwFEp7DQ420B2ysjdhONz+H/XFwPDbwPuXQN8fTdQvFa4zrDbgQueERLADoJ8klU2qrw5qyUb64/z/07oKVTruZuBhhLgk+vEu0dIZa23BdjxAbD7E+Cad4AB14pvW+pcUgJXyej3CtV2gXOeJAI9KpR8pKoxIhYwyUzaBISmCuWfgGzkkMsUxaobufYQXhdgjRUqG00RAGPh/9aeFumGAlJ1mzGUVW06a8SXF0Ofi9Qv+3sGOakJgDwnu9CpEWk2It5mRr3CZE4KFHEecDMblz8yAfnpscBrxHVNdCF+vb1UoDyUgstHY1dJvahyhwuSPCRBqrKEZCM7eRV27ncespEshlU0uuCnGTQ4PcrKRo1kI8DmEz36xW7kpUVrVqd0FtgjTJg5JhtvrxXPglaDW8Zkh1XdWtWsvVCg9vrRg2gRsjHOZlF1DCiKwss3DAZFAd/LENVT+6bg9ZuHtqk1uiAOk9GAOyf0wO3jcrCrpB6l9a0wGw3IT48JmWq3MyHCZES3eBtOctQHx2takKihOL7qcCXuXbhDQIwE4HD78bcl+1HX4sHDU6XtPdcUVOHBT3fKdvhXNrkx870t+PaBcboUhLEhUjbKEXo9k8J77/b5aTTJNA4tWH8Mc67sr1oxKPUst1uMyE9vd9Lw+WnM/+2Y6LJiWLq7DI9fnCdKKnERJUMAcyEgG4mitV4iJBQwGihEmo08Esfh9ulWggGAk2jEMhqosKg3pRSMeuwyuZBTzAJC5wiAJSaaOMSGy0vzlI6AdlJ5/yntbjr7yxoxvneS6PbI/RED2cykdCxUwSBynZrVPZMiLUISVwlkI2AwinKScALY42g1G9FC2HOGmlBfsqtMk2rM46Px/d5TuEXMoYCcl0soGwGguKoBGZy/IyyWtnvULWOyw95YmJsahZmjszFtSCZiiWs8LpJ/bTcoNKJKqegBCJqT0mJIspHI6zxNNHe4g00w2YJ+D1vDTO3X/rcOeGGCOe8yweta3R8AIIlYp6TOiUWbT2DxzlLUONj9655gw40jszBjVHdBA7AmyCkbO4xsjBW+FgzZmExY0DaWsLXqiC73MK3otMrGYNG/f/+2/+/Zs0dyub179wIA8vP5GSUURbW9Jrf+/v374T+dm9WvX7+Q7kOnQTPxwCOVb6QSye8Rt0JVCynp+jmpbJQZCIqRjQDb9ZIm4UE95GYh0cgwIspGmUKx3HtcqCEbawpZQpCL+BwhIdJaB3x8jXaZut8DLL4bOCZCvAKAXcaeVA5cspFUNRrM7b+bHmUjeR4r7SP5YFNjoyqwzSWUrGQHV6ALixwgiSobncLzKYB6ojvdFAEMu1V8WTFQRmD47eqX/z1DimzsUjaeVaAoCtcO66Z5vTbLMKLAYEJ7oaNPyul7B2nLQnQhfrZVvYUUAHyxrQR+hdm5kgIxgbRRJQoVbcpGgYVS5+mRS4qK4BX3vH4GNQ43GpxeeMJANgKsmuGDDceVF+zEeOzCXJzXR9+zeXC3WMwY1T3Ee8SHnuxFUnERSojlA2mxsLOajXh9xlB8evdoXDogra24E2Ey4IL8FHx4x0i8d9uITnVtdXYYDBSGZyfg6iGZuGxg+jlJNAZAfrf31x9HsUrr77oWDx7+bLck0cjFKyuOYMsx8UY2P83gqW/3qyoKN7Z68TwnS1cL5GxUtRTjeiVHkf4hnPfCd674aQYPfbZL1ur3y+2luOndTWh2yReQGYbBW2uK8IdF4jnOXj/Ds8RdV1iN8kb1jRo0A3y1vURxuSgJcoEkeXykjWonUjYCQotJh0TGmVo4vaTiK/T2koC0gjHBHpyVeZKCdahY7qGY3Wawv7NPg6oxAC6xTT771ZCNHWejKk/kB2A1kcdV+Ts4CDVbMMS52WgQuKQECE9SoRVqq+DSeu1N6SX1EuQaqS6lpUnbkmo+yR1pbT/fR/dIwLVhsuUP4KHz++C2cTkCohGA4LUGpzx5dqpB/X1fSdkIqLuGQo5glI0kdCobl/nH4FCzcD/G9koUbTqUw8X922v1S3eXYerLa/HOumNtRCMAnKxz4sWfC3D+y2skx16qIEfUdpSNKkQGh2JqR7WIjBfWw7vUjbrQacnGZ599FkuWLJH89+yzz4ouG8Dw4cMRFcUWXX/++WfRbdTV1WHr1q0AgClTpgjenzx5MgCguLi4TTFJIvDZ0dHRGDFiBO+9UOxDp4CAqCLIRpNFmBPWGoRXtKSy8RwgG0mLWK3KxgDqJFQBzSJWXq31fCsHyiBv2ynVCUKSG3JkY/URYOHVwBsjgGNr+O8d/E64/xX7gdpC6ALjB1Y8zZKqJLqPlf+uUuCRjSJ5jYEJnZbMRkcVsOo54NMb+K87a4Ajv4jvv9g2VNmoEkpCO0E2khOQgH2qTw3Z6JC+FhtErLDGPwwk9JLf3wCm/BWIyVBergsyysaurquzDbeMyYZJo6LIHSg0CZSN7CTNZKDaLHEEEx9OF6LXT6OwSsU9hYMah0fRZlLJRjWeKFTZiOUD3cxkZqOSYrIjYTBQSCesVMsaWlkbVUZ6YuhhjKCDGH5/u6vszOWahAAWkwHv3TYCd03ooXiecDE8Ox4f3DFKtDgRSgzqFqvZmGNo9yAmtQoQU6totROmKArjeifhrVnDceifl+DIs5fi8L8uwXu3jcTkvJROk4Pahc6FpbvLsOMEfwz84/4KTH5pDW7/YCtO1MqTjl9tL9FEqnywoVj09VWHq2TVEyRWHq5CSZ32IrKcsjFBpbrA7fPjhZ+lGyef/eGg6mxkrXhrzVGBbZ0Y9pc14alv5W1M5y4/jP/8dFiy8Ovx07jro2346fT2jlRqG0cAUDX2kCIXSOtJj7/dehEAvJ1I2QgISVNSsaUVTrcwzzockLomglU22i1Gyed/UpRF9DkvZrfpIWxLtao7xUhNJaTHts+hIwT7pMJG1REGsjEIG1WrRbuNKnlfD0bZCLARDVwECE+BsjHEcwA9Yx+D1DoabFRLa/k1NFtk+3lIURT+PX0Qrgkj4TgkS3rMSmaiKz2vTml4NpPKRjmiuUNhDOIaNJjZiKgAiEgil8x8MIASOhn/9t6MTUVC0s9mMeH64eLuiGKIt5lx5WC2lvbrwUrM/mK3rFV0g9OLOz7choM6VN4A5MlGlepq3agtAt6/BDj6q/C9zfOAX54G/DqftYLcxi6yUQ86LdmYnZ2N/Px8yX/du7d3Nnfv3r3t9QAsFgumT58OAFi5cmWbepCLN954A16vF1arFdOmTRO8P23aNFhPd5q8+uqrgvdLS0vx5ZdfAgCmT58Os5l/cw7FPnQKKCkbAZHcxiDIRsnMRgk11dkChhEqPvUoGwH25iqGJhHbBZIYsiWJ220ArA3Aoe/E34sh1DdSZGP5HmDBBUKSMYDWWmDbe/zX6tVb70hus0yk+9Zs1aasC8DrbFcDkWQj91xXq2ws28nmUK57AXARSklXI/Dp9cB3j4h3wQm2ocaqlVRPEh7wAmXj6YEimSVpEiMbW6SvRUcl4CUGnZHxwK1LgZR+4usEMPEJ4LzH5ZfpQjukruEuZWOnAU0z2FvagJ/2V2DV4UpUSHT95yTZ8ew0CbW6BNoKgBI2qrxCDUk2ciYGSgpFKSgpVZQKAqRKhOyKDnQzC/JagixohBoZsfzGjbL6VkUbVReCKyw5PX5NhffOiAiTEU9f0Q+bn5yKZ6cNwB3jc3D7uBzcMT4Hlw5Ia7PLNRkojO2ZiDdnDsMX944JzupHJbISbJiUK5NrLYJwqC0ZhsG764pwy4Itgvf2ljbilgVbdBEqFEXBYjJ0EYxdkMW764rwyOe7JcnCNQXVuObNjSislB6TLt6pnN/HxYpDlaL5UCsPaZv/MQxru6oVwdqoenw07v5oOz7YUCzWZw8AWLanHDe+s0kxB0sr3D6/JFkrhu/3npJ8jqw9Uo131ynPy2gGeOzL3ahxuHXlT9Mqxh9SiikxgoY7LiGLq+FUn6tBlDW0ysYWQZZdeJpwpFT0ujIbOaAoCknR4p+RHiuuyCMJSLdYZqPG33naEG2ETqTZiAv7tyteSHKT3B8xkM164VM2qrRRJTMbVWTEkSRg0GSjiGoVEFE2hngO0DdNe4NunxQ7VhdU4a01RZi3+iiW7CpjjwdJ+ErYqHr9NMrr+fXA6Eg+YWMxGfDKDYPx2T1jcNnAdkcKi9GASbnJmHfzMIFVplok2i3oFi+teiUbCRqcXl4jBwktZGOqmGJZgmjuUASjbOx3NWDlxEMRc+7nvTNRwRAugBzsp3Nwo+dpVCNOsgnlkal9VOU9UxQw99pBsJqN8PlpzFm6X1LLwIXT49ftCCFro6pD2UjTDOpa2KZmWeV5zVFgwUXAyU0SH+QDNv4PWHynaH3VTzP49WAlnvp2H/746U48+e0+LN9X3q5cT+7LX0Gr+14XAHTizMZQ4L777sP333+P2tpa3HvvvXjqqacwduxYOBwOLFq0CJ98wto73nPPPUhOFhYWUlJScM899+D111/H6tWr8eijj+L+++9HcnIy9uzZg2effRZOpxNJSUm49957w7IPnQLNxCRPimzkqpqkMt3UQMqC9WxXNvo9rAqPCzllYxxRvGqtY4kps51PPHIhpmwkiScpm9TSHWxmopQqtYHYprsJoGnAwBkkeFuBz25Wn+cYgC8EeUfF64Buw4WvT3gMOPIzUHVQ2+e5GgBzmriyMQBBZqMI2Vh/Alg0XVntu/MjdrBy0bP81/XYqAoyGwnLOrILKXD8BTaqEUKy0euUvxYbSoRe53FZbNboZzcBRav4nz9kBjDybiBtoPRndkEIsYmlwRxaK5Au6ILPT+OTLSfx0cZiHOPYzRko4Py+qXhwSi8M7c6feNw0qjvsESbMWbpfNL/RbjHyikttnZ+UuI1qWwc47RfJYm2//q1mI5KiIhSVilxYTAbFwquS8oosVAkzG08XGtykhVLnUTYCwlyhsoZW1kZV7Po8DS8VgTibGXGRZkzpm4KPN51QZTPIhZoi7dmA2EgzZo3JFrzOMAzcPhoWo+GM5Ag+PLUP1hfWqPpdrh2WqSsfTg4Mw2DO0gP4eLOIW8Bp/FZYg2ve3Iiv7x+LnHPYxrMLHY+NRTV4/kflwkpdiwf3LNyOFY9NElWOndRIhvtpBqcaWwU2bvUKNm5iaNBB5sXIWJWpaXR49dcjPGtRKRyuaMaTS/Zh3s3DNO2fHFYdqkJti/rjRDNsXvMjFwhzMrVYdTs9fny5vQTdE7QXFdWsI2UflyJC0Hj9dNt5SGY4mo1ntrmCVB6SmXdaIXB9CHGWXQBkvnbb6xqsvKWQHBWBkjohUZERJ168Jgljly94G9XBWXEY2j0Ou042KC8M4Lrh3RDDsTYnbdf12KiGL7NRnY0qSTaqUZYJlI0abR5JkGRjqwTZGGpS/erBmXj+x0OqCS6r2YCXfjkisIyOijDh2zgXeHdTWpw4Kqx0sKpHzlexRQrPeYqiMLZXIsb2SmwbE0dwGsWSoiy49f2tiufc4G6x2FPaXpcbnBUn22xGPgd9NIMWj1+SUC4lyMa+adE4XCHehJQuQjZGmCXmtx0Jsi5mMMsqU9tBAWMe4L9E1DT3Mz0w0f0aLjNswXTjOnSjqkHDgAImC5/7p+A3eiCY0/qvOJH7rdPjw46TdbhheDe88HOBpJ280UDhvzcNwSUD2Dr9qsNVOKXB2nz90RoUVTtkM6dFYZK5z2jIbKxscmHR5hP4fFtJ2z0yOsKEaUMzcdu4bPRO4dRDGQb46jbWHU4JB5cCW+cDY+5ve2nloUrMWXpA0HD16ZaTSI2JwJwr+uPyJKKW2WWjqgvnNNmYmJiIefPm4f7770d9fT0ef1yomrn66qvx4IMPSn7GAw88gBMnTmDZsmX48ccf8eOPP/Lej4uLw7x585CYKG7VGIp9OONwEJYsYmRjJKFsJAkaLThXlY0kiUoZ5IkBi421rOUe//oTLPkk9QBUo2yMShEu01gmTzSKgmEJx0iOFcP+xUCTtk7mkEFKVWiNYZV1n88ESreKL2Oysv+4qkNnHXuuk8eESzaqUR2ue1H9cd00Dxh1H0vOBSBGaJIkLwkHQTaSv7mAbDw9GFFtoypzLTacEJKNAHuuk9u97IWujEa9ELNR7VI1nnG4fX48sGgnVh4WEvI0A/x6qBJrCqrw4vWDcM1Qvlr8ysEZSImJwI3vbG57zW4x4u9X9Ue83YK7P9rO2U5A2cifeAeUjW0FELHsCOI6vHZYpioVQwBXDEpXtLKUy3+zWYyC9YVkIztJJzMbtdpHhhuZRFGssNIBH83AK2VzDCAxLga7Z1/U9vfagmoeKa0Ek4HSZf11NoGiqLDbpcphWPd4vHrjEDz25W54/dKE48TcZDx/TegbZZbsLpMlGgOocbhx/6Id+PHh884IKduFcxPzNTwPimud+OVAJS4fJIxgkLSbkwFpqQboU7PoWUcsvwpg1SRKyh2nx4dFKq7ZAH7cV46SOieydJB0Yiiq1m5jKrZOrcONtUeqRZaWxjc7y/DdHycgNtKsySJ2+nDlvGqp3zExygKjgeK5M3h9DAJxyGQBXqu9ZqhBnj8Od3DKVrIRK1yZu+GyUQWkSTa1ykaXlxYoCfUoWF+5YQimv7URdQpkfd+m4VZNAAAgAElEQVS0aPzpEr61HkluqlE2hiWzMQgbVXJcrcdGNVjFIWlH265sDK9dcKzNjJmjs7FgvboGC5eXFs2mdbh9OF7nRh/uoZQgG/eWNsAE/jGmxH4/7vsiY+LRPRPx6T2j8fhXe3FcYg4xKTcZ0VYTj2yUs1AFAJPRgOgIE5o5v3Fjq1fyGUgqG6cNzcS/lwublSiIN4wKlI0qrIhDDrIemzEUqNjX7vwlhUv/IxQ6EPNuN8zwwIwl9AQsoSdIfpSBAqbktQuP6ls8+N+qQny9vZT3W0ihe4IN/8/eeYfHUZ1d/Mw29WJJVrPkJndblnvDNsYYMN3YgDG2MTYllIQQIKEkIeEjCYQESOjN9GKa6TUYA+5y773KXb1LW78/RmvNvPfeKauVtIb5PU+eoN2Z3fHu7O6de+4556KBzVVEi3ea+x0H5MQK02KjlrPRoNi4dHcJbnpzLfO9Ut3oxRsrD+KtVQcxdUgOJvZJx5DOHZBZuhI4oR0Fr2LlM8CIGwGbDZ9sOILb390gdHyeqGrErW+vQ9T4FExS3mE5G0MiYmNUw8XgwYPx6aefYs6cOejSpQuioqKQnJyM0aNH4z//+Q8eeeQRzdUdNpsN//rXv/D4449j9OjRSE5ORlRUFLp06YI5c+bg008/xaBBg1r1GNqdaiI20s5GILwxqiJnI3XonW4wfY1x0C0GolGqFQfFfY0AG3kLcDo3Oc7GFU+F1rNJHYzr3jD/GOEiRhxRgPh0YN436kx1AEjuApx9P3D7ZrYrMCiYm3I2knO3vgLY/IH+sQcJ+IG1r6pvo88B6LsbGWcjcU1T0S8YGcs4oFxsDItWjCogdt3y7qPnt4VxeGKG1dfY7vzlk61coVGJ1x/AXe9vQuF+9ju3pFr9GczPScIVw3JVK6kBxcpPch44JD+AQLOzkbrGbQ7Art5n1sguplb9Xzumq+42Wl18vPgtOlEmilFtrV6iUOlEooi2HpV/Exu11vKR1eZGJlyVTB6QiYTolrsKLLS5uCAbH9w0Buf1zwDVP7qmxuIvF/fD/DnDwi6KBgIBvPiTcWfRjuPVWLbXwOpeCwsDnKhqwA8mxaYFqw9xb++VYW5MEu20cePdxuSlcbbWZkwP833t9Hc2SEqcS/c6/dutJ1DdYDwaMxCQRbpwEUKKKTfq9Vhlg+nHOlJejxiXHTNHGo+THtczzdD5IRIxkmNdzLhF6XKji0Sc7RyjSv8dNS10NtKFWK0XoypwNsa1fAySJhDZOiXzxUbWRciJUbWbfx26pcXh/ZtGo29WonCbs3p3xIIbRzHfEVTc1HOZeXx+Jr2kvWNUox2ss1ErNhPgxai27PxjjyHY2UirFMJ/nt89uY/p6HweHpBjE8SobjxcyYiN3PfPAEO7pGDRHWfitXkjMH1YLrqkqsUdSZJj95UU6IiNALvwpkKQLuDzB5iKkA1FfJdwAMC4R37AN1vV88psPHIExKi6YoG5X8qiI4+kzsDlLwMjf8XeR667G2HsvZ3YJwM5HeT371hlPS57ZhleWXZAKDTS65L9JbU4Wd38XlSF0A0dyj6azkYDCx42Ha7Ada+t1owW9weAD9Yexi1vrcMZ//weKxY+Ze4YKw4Ch5ajqKwOv39/k6Exzn1LyTlffqB5vtTCMJE1a2OCkSNHYufOnYa2zcjIwH333Yf77rsv5Oe74IILcMEFF4S8fziOod2gYqMhZ2NrdDae5mKjm/y7jKw469AVKGp2uaD8gHaJcRUnRpURG8mAylMPrH9L/1h4ULExVIu5ZJOFtpbQ6zzt+wM+9lye93WzyChy55oRG/0eeZARHLQcXqO/Koqy/0cAf27+22aTn0cpMLpr1PnwFKazkYqNtLNRIDbyYlTdtToxqvxJJwQCsjNXSTIbn2dhEF5kjuVsbFcOldbh3TVFhrb1+QN4YtFuvHn9SNXtxyrV3xfBTkA6oeEWdDYCgA2B5os32qHKuSjonBqLv00ZgLs/3Kx73HdP7oOBOfoXqloORF4cncjZ2FZRYaFCY1T3nJS/pz0BjeE1WewxfXgunlm8h+lgEjH3jG7mDtIiZApyk/H87GE4WdWArUer4Pb5kZkYjfxOSa3mJNx6tArbjlWZ2ufd1UUY1zNCqxgsTiv2FdeaFpv2FfMXic4YkSuceOQxZVAnrkProoFZ+NsX2wxHow7r0gF9MjXGyAJELi4jEaoiZ4kWB0rN7yMilCjlrqnsdSjPWaqHo0n0++2knlh/qAIr9mlXqeR0iMGjVxQYemyRiJEc44TTblPFHyqjU93EHdPuzsZoGqPass5G2qvXWguxhGJjGJyNHUXORkGMajTjfmOdjWZjVIPkdYzHl7eNxYp9pfhw7REUldfBLknonZmAq0bkCr9PoohQoudsLK1RX2fHOO3hqQdoQYxqtEv9mvkDsnBPxV0lTIxqizsb+e425hqgFUR1l8OGl+YMw5OLduP1lQeZ35k4lx0Ou03Xte2l0+qcFLJ6tw9rD5ZhDCM2hv762WwSzuzVEWf26oi1B8sx7dnlp+5btqeEWXhRkJOk+5jJsU4cLm++fhR1DBdXN6rqBmwS8PWW49xtAdkhedOba/HszCGYPEBOQ6CfoYiIUfW6gU5D5AqgZ0arq5jsTuC3G/ifOYBxNnolF39lj4LkWCf+eGFfeXufH9e9ugYHSrVj6P0BWUxWjtdW7SvDxQXyvGZijPlzShRbromms1F/XPL3L7Ybip8O4vMH4Kg6aN4yV34Ab25PZaK3RZz0J6DOnohYX9P1WMAPlO4BMgeYfOJfNj97Z6NFCwkEjImNYXU2Cr5ca4u5Ba+nDR5yUWnEWk6dX+UH9J2NdJaAidQkzsbinUCjyY7FIEw3Y4g9UqEsyVXSfQKQxvaOqCjbp460iEoEEhSxTzFkAj0oMtJzWSk2OqLYAaIyzrXR3IQhs38QKmqKImMBeYBE3xcqNtILkOAqLOqCsjtZsbGxinVOKqkQxEjVlqg/A5KddZpaGIfrbLTExvbkndWHTH2VLd1TggNkgpKuEA3GZTIrPwUxqgDggK95exqjKrgomD68M56cMVjYxZgQ7cDfLxuAmyfkce+naE0I8DqAYqP4zkZmVbMzstbIUbExeNHtMeFsTIuPwn+vGgyHgUneuyf3wdAuGi5+i1YhPTEaZ/VJx3n9M1GQm9yqkaWhCBDhFC0sftkEQhjHi1wwlxR0QrbByGenXcK8sfyFFNFOO+6e3Mfw49xzvrFtKbEuO1dsS41vubDCI5zfIpP6ZgjFUhGXc1z1XVJjNZMJeAQdYVEOO16ZOxwzRnQWpiVM6N0RC28eg/REY+eFSETrEOtiBESPhrMxVBEqXFAxpqViI12c1FrORl6PqcthCymulCJyNtJxVRAqfjV4Wt7ZqESSJIzJS8OjVxbgvV+Nxjs3jsJfL+mvuXCBnoONOhGQTF9jgr5r2hDcGFVjCxBcdhvjkmpwa0/IhztGlXW3NV0DMGJj61wDOO023HFub6y892yM7Kae07ykINtQPLSXTqsr5izXHizDrW+vw4C/fI1dJ2pYZ6M9PP+uQbnJqsUx9HuwW1qcoQjk5Bj1NhWCfz/tvDNSJx8IAHe9vwlVDfJjskKzOfNBg8eHD9cextxXCnHhE0sw9Zll+L/Ptp1a/GkI0SJ8gDVD+Dza85ZkLu0vlw3R/E3NTIzGm9eNRLemBUPfbT9heMEhPQzlQp8zephPhBjb0/w+LXE27jpRjVWclCc9/CFIWAHJhg/Xmqn6krDdS1LvrChV01hio4U2DRWAT/mlKQFxnM6/WBJX0yJno2DSJOAH6rRXS0Y0jLPRwCCQJzaWaoiN3gbWiacXo0qdL2agolZK9xAfKACk9w9t16hEYPLD+tvRH4iOvdUxtjSG1YizUZI4UaqK3kYqwhuBFwcbRaKGeN2QQagQ6IxlHW/MoKrpHGBiVDnOxvKD2i5U6l48dfsB9d9JOfyLIwtj8F47y9nYrmw4ZNzBcWof4vqgXSBZyXxnoyhGFZB7G5tjVInYSFdvKri4IBvL752I/0wfhEsHZWNC7464aGAW/jktH6vuOxszRxp3ImtdWKVwerFiyfbBPiJm9X6kORsF3UJuE2IjAEzql4HX5o1gIpCCpMS58M9p+YbFXotfFlJYZQuLXzJdUs075ET7xLjseGnOcN3V8nabhMeuHKQZqzljRGf8gfSlUaIcNjx19RAM6xrC2Buy2MAT7Iw4G/PSzY+/unc0/1qLiHHZMXuU8d/oc/tlcN+3WJcDUwZ3MvXcV49ojk+Ndtrx0NR8LLtnIu45vw8uG9wJlxRk49az8vDdHWfi1bkjDAuNAOsIDJIcKzsblaidjZHV2UhFUzORuzzqGlvf8bV4x0lc9swy5na314+LnlyKtQfLOXsZJ1XQkSoaV/GcjdQRY6YSIBzQrkE9h05xjXpMLnJ3moYbo2qsL02SJGbMrtXbuPN4NZbuVke3l9W6daNXteD1cQJsN2lYXKA6x9E/W+38O1xhbJ7MSxNNfB4EAgE89u1OTHt2Bb7YdAxB7Y+KjcdrwmOmsNskjNcQjLoZdMCzMap8sZH2NRqlptGLhU3CDy/G1yg/7DyJsf/8Hne+vxGLdxZj69EqrDtUgZeX7cekx37E7QvWG3s8mhqnFAwbOMKfVp0Rue4+q38ufvzDBG489Hn9M7DozjMxoFPzOffWKkFCmAFWKsTGc/tlmopoHt41tESIlnQ2LtkdWgXELr95s0JDh14oqdHu5aXs9JEu8mJjqZoWzUTWEnGLyIO6GuM68lffUIGkJaKgyNkIyMJZPEfsPB1gOhtDdDbqxY1WH5NFrkAAOLgcOLZBfT+NC23J60nFxkEzgSNrQ3usaS8Bn9wCHF1vfJ+4dGDGAiC9r/629AeiI5m0MCo2UgExKkEW5YMoXYe5I4HoZPX9evSezN5GRSS3CbExjjPoZOIimgZVRmJUy2iXlASVo1UUo2r1NYYXrrMxfBNXFubRW9FsZB8ao5rVNCknnNCQ2Ak0O/zNF2+0X0BDbATkleNTBncyPdlIMe9sJGKjR55Ia6tVzaES47IjJc6Fslr1d6ems1GwCvSMHmlYfOcE/LS7GN9tP4HyOg/iXQ6MzkvF+fmZmpFWFj8f8jq2r2hh8cumU3IMzuiRimV7jF/HXTlcPPHTLzsR04bk4NXlB7j3F+Qm4+7JvQ31Mt4yoQdGdU/FK8sO4Ostx065NhKiHJg2NAfXjukaUpyoksRoB/N9bkRsPLdfBpJjnYajXu02yXRfrx63nd0Tm45U4iedzs0e6fH457SBwvuvH9cNC9cdNhRt1i0tDufns4lH6QnRuOnMli+OEcUzdohzwekgnY3e5msR6nijwmRbQxdKhd3Z2EJnGWXhusO48/2NQgPP1qNVmPHiSrx4zbCQ+u7eX1OEh77ku0RuX7Aef5+az/wWsgkfnM7GNnawUhFbL0aVOhvD0tcICJyNxsRGQB7LKs8pnthYWefBne9vwHfb2SqV11ccxIaiCjw5Y3BIC1ZYIVngbAzzec6DLjihix5FeGlno9+D+Uv344nv9zDbUrHxu52lGH68Gr0zzfUcU45W1KPwgNjw8f2Ok3j8f7tw+6Semo7aZPIaVNTzRZpQxUYA+HTjUVx7Rjfhe6/H4p0ncf1ra+DTsFN+vOEoSmvdmD9nuPZ3g5azkbfA313DJqIBspvVT77bHdFIj43mpiZ0TollXMGbj4SYNgc50n5/cQ26dYyHy2HDny/qh9ve0Z9XdTlsuO8CA3OpTew4XoVNhyvh9vrRu7Eew4UPrP1dEFJHJIAFvrMw2/Gd8R0yB0LKGgTgG1PPsydAxmhbF8o9nj3PDZsb+eeO9SpZaMNEqGbwtzMTo+ppkIUHv1fuy6P7ijobgdO7t9FNHJtGOxuV8FxliZ2AqiPNf1cdk5/rs9+qM8aDfDgPOOf/gCHXyH+ndJddhSe36h8PhcaEDrwS+OEh7ZhNEY4oYN63wKrngf/9SX1fRn+geJc6/374DcDZ92t3FyphnI0kZikUZyPAcTYqxEZnDDB4FrDCYJGxIxoYPJu93UyMKiM2csRkRmxsGlQZiVEtJ2Jjxz5A8fbmv+vL5IEZdWNWHFD/3cHqa2wRvK4AV8suUixaRnqC8dX6on1YZ2NTjKpo5ackycKz4uLGDr8iRpVcCGqtQAwjmp2NnAgfuuo/uJq5LsKdjYA8OU8npxuh4drWeA9sNgkTeqdjQu/TdFGVRYvpm5WIgTlJ2HTY+ITD9OG5rXhEFr80rh/b3bDYmJUUjfMHZDG3n6xuwEfrjmDPyWp8tUWdsDK+ZxrG9eyIUd1TkW+gP0rJkM4dMKRzB9Q25uN4VQPskoSs5OiwLcbgORtF8eJKop12zBndFf9dtNvQ81xSkI0sgYMrVFwOG166Zhge/moH3i48qOozBOQ+rQvys/C3KQM0o/TyOsbjiRmD8Zu312v2G2UkRmH+nGGtuhBGFM8Y7GxUoulsjLQYVXdLOxtJjGUYHV97TlbjDx9s0q0FcHv9+PVb67D49xOQZsKh99T3u/Hvb3cJ71+5vwxTn1mOBTeOOhXRCwg6G8n5GWVv2zEiuxBQWyihzpqwiY3czkbjYiMvolZJVYMH019YgR3HxYudNx2uxLRnV2DhzWPQWZDSIYJ1NgquAdpgwWES6bqzGYy5pTGqDY2NeHQx/zx3Sup/V73Phn9/uxMvXjPMxJGqqazzYNZLq3C0okFzu/8u2g2Xw4Zbz+oh3CaZOBtFnY0tERtPVMlzTvTca/ToL3Kpd/twx7sbNIXGIEt2l+CNlQdxnSCmHQA7LxZcfO/38xf4i+bh6DwaADiiEAgEcLyKfV+UHa4VdW68t6ZI+Fob5axHf0RexzhcPbILrhyWg79NGYA/f7xFGJAf67LjmZlDMLizfkXH4p0n8cSi3VivSHIaIO3D57yvMZtDN8HMbPR7kK2BbljiG4Bx9i3Gdhh7O6JdDuSmxKCozNg5mycdwXTnT+obS/cAC2YAiTnAxD8Bg2aYPPJfHlaMqoU2jNjIXlACYN1yvBjVsn3Al78H/tUDeGYk8NwZwCPdgbenA3sXN29HRTklp7PYyDgbDaz8is9QW/v9HiCgGKC44oGsAvU++38AXr2ILzQCsnj26W+AJY/Kf0sSMPJG/WPhQZ2NUQnAlW8YG+BS0a6xGnC4gFyyPqZjH+Dm5UDnUerbu59pXGgEOM5Go2KjRmcjwLoO6QBk3J3G42XPeZAfvRpF/p1mYlRpXyPADqqC7icjMao0OiKlG/scvChVy9kYXnjORitGtV25qEDw+yggJc6F0XnNEeRenx8nyarn4GQkndDw+gPwBidZyLnggK95e5POxnChFaPKdTaSibLgRFwdmVAz2yXVFmQns6+ph8YpKdHqt7CwAHDDOOOR9AM6JWJ091T9DS0sDHJWn3T8WmMiMkhClAPPzx6qmiiuc3tx9webMOah7/HQVzvw/tojTL/Xny7qhxvGdzctNCqJi3Igr2M8uqbFhVXsSuTGqBoTBH4zsQcm9RUsylUwMCcJD04ZYPrYjOBy2HD/xf2w6t5JeOCS/pg5sjNmjMjFHyb3xtK7J+Kpq4cY6uw6r38m3rlxFMbksd8tLrsNlw3uhI9vPQPdQ3Bim0HkbEyOdcFp0+psjCxnI42DrWlsWWwidTbGhFGEeWXZgVP903pUN3qxoNB47N+S3cWaQmOQynoPbnh9jUo0pp/z2kYvI4i2tagc1UJnoxmRVpMWxKgC7AJB6mx85OsdmkJjkJKaRtz1wUbDzxuEERubXkcqNtIUlNaARojGuOyM+MbDSzw82w+XCeNoHVD/Jnphx6LtJ1ok3r2wZC/2lRjr7378f7twvFIsSlIRSOTYP6IjbGoRrAdhOxv1vxs/3XgE5SZEuddXHIBf6ztN5GwUxaWKbqfVJTYHYLOjst7D/W4oaVqouvpAGc769w/4x5c7QmjNZtlbXIsHP9+Gyf9ZghHdUoT9jWf3Tcd3d5xpaIHr6ysOYO4rq1VCIwA0QDCeMDDPPT4EV3yQ33p+jd1+AylMY38HDJgGALhqeGedjWX6SQew0PUX9IagGqrqMPDxTcCSx4we7i8WS2y00KaGiI207y8I42wkbrBd3wLPngEUvkBWiASAXV8Db0wBvv2THP2p6Ww8Ib4v0gnF2WizaTvAUrqzAnDhi6RnU8Ci/wMONHUxDJoF5E3U34dCxUYA6DIamPslkDWIv098BnDp03Jnn5LgD3ctye8O9oEyDkJjAyoAgM8LlJDVxoZjVEkEKhXWtTobAfmzcc2nQHo/8fFJNlloFIm+TIyqhrORCvLxPLFRMKhiYlRd+oOF+HQgmZyjvChVKkBaYmPL4F1Y0nPRok05t18mMk10EV01PFd1gV1S41at0oxy2NCh6QKXN5l6akW3pL5P7WxsH7HRYbcJO5J4kXQ0Gik4wcA6GyMvkCOb08Oh3dnYNu+BxenLxQXZuGGcxirsJrKSovHszKGacVgWFqFw57m98OCUAUJXX0ZiFN6/eTQG5jRHidW7fZg9vxDvrinSFCtue2c9KkOMz2pN6txe7qRqVYOxY3XYbXh21hDcelYeEji/VS6HDTNGdMY7N4wSimjhIinWiTljuuLvl+XjoakDccuEHtzfKi2GdumAt28Yhe/uOBP/uCwff7qwLx69ogDL752Ix6cPCrszk4dYbHQyMarBWF0g8pyNdOzS0hhVuhArXM5Gt9ePj9cf0d9QwXtrDhve9sUltIpDzOHyeny9tXkeiooS1ZzPZZuLjUy0q1hs3HG8iuk6TIoOzdnDwI1RNR5nShfyNSjG3pX1Hnyw1vh7XLi/DFuPmouCFKW30M9J2zgb1a9lTaMXM0fqixQeEqN6pEwsztqhPk+8sMMfAFbsDa2GqtHrw4LCIsPbe/0BvKOxSCA5Rv273xoxqgObFhsx8cgGnI2fbjxq6rkOltZh42GNSiNmXqxpHlW0uF90O3U2Nl1z81yNAFBa04htR6sw5+VCU+KpUY5U1OPqF1cKo1nH9+xoaFywdHcJ7v+En4AnFBsNzHP3SI/nLmgyQhkSMc39FyzwToBH4hxDchfgkqeASX89ddNVw3N13ZRRcOMF12NIkjT0iCCLHgD2/WjuwH9hWGKjhTbVRNwTORtjyReFuxrwNv0wHV0PvDdbW0QEgOVPAsv+A3g0frh+Vs5GgyvOtESZ1DwgkbwndHJZi5XPyP9vdwDT3wL6XSre1uYE+lysvo0nNgJynvW8r9nbL3sB+N1WOVqURj4Gf7hp32fw3GIchPor7E5RcVAtwDrjZAu8Ep7Y6POwUbFmnY0AkJwL3PgjkDdJfbszDhh1C3DrauCM28THz8SohtnZKIxRdelfrMRnsIJ4heVsbHUsZ2PE4XLY8NiVBXDa9Sf+B3RKZCJsjtK+xqToUyKC3SYxj3sqIo2cC3b4T60YZX4PnG3nqhNFqXbguCpiycVmnduHQCDATDRodUG2F504F2qanY1t+B5YnL7cd0FfPHhpf27MmiQB5/TLwMJbxiA3xVxcmYWFESRJwuxRXbD83ol4YsZgjOymXmjXOzMRfTLVqRsPf7Udaw+SxaYcdhyvxv2fGIy/aiO+33ECYx7+njsp9/BXOzD3lUJDoqPTbsPvz+uDlfedjX9dPhC/Gt8dN4zrhgcv7Y9V956Nh6bmR+SiGS16pMfj6pGdcf247pg2NCd8biwDxLrsoGspEqIccNpt2jGqNF4zwmJUaxpaJjZWN7ROl93J6gbGNanHobK65qQNDY5V1uv2iVLeW90soFBRooq8BnabxO1Fa03oecVzLx0srcVVL6zA5P8swZ5i9RzBP7/egae+363tujIC75rQxFiTio1KR963W48zkcx6fLLBnBjEi8gFOM7GNrgGoGJEZb0Ht53dUzdBgnY2+rx8gQ4AnKSz0RuQ96UpAEbZfLgSpbXi5+OxeKd4TpW6O0WLg+h1qxlmjpLnjkQRulpouTJFBGNbuTDzYjpio1FnY5OIKXru0ho3HvhsK3Oeh5OSGrfw/TO66OupxeJ4+MaAyNlo7Nrkjxf2DTm1qArxuMd7I4bXP4l7PDdgXbdfARP/DMz6ELhtPTBEXU2VGh+F52cP1Xy+822FyJFKhPczrHg6pGP/pXB6jXYt2p7qY+q/RZ2Nzlg57lMp6NSXy9svetC4APbjI7KAJuK0djYSsdHoijMtUSYlD0jIDvmQsPNLuV8zNkVegXLl68CRtcCal4GDK2SBNDYN6HeJ3PG493tgx2fN+4vERoAVhl0JQMH05r9FIl2dUWejhruPwvQ19pJdo0oYsbGCdTXaOB2GRo/L4ZL/p2TyP4Ch1woP+xS0/9CU2MiJRqDOmlPORjLo4MWoUuLTWUckdTF63epeUQBI7qr9uBbaWJ2NEcmYHml45doR+O2C9cILvwGdEvHWdaOYCUd68ZSZpP6cRjns8PiaL0RPdcOQc8Eu+Zov3ujiHbp6sxWJddm5FzJ8ZyO5SPcH4Pb5ORMNkTds5a0K1RQbrRhVCwNIkoTZo7viqhGd8d22E9h4uBJurx8ZiVG4ID/LEhkt2oQohx2XFGQjt0MMLntm+anbNx2uQCAQOLUgprLeY8rh9PmmY7jn/D5t4o7TY/HOk7jh9bWa/U+LdxbjmvmFeOeGUZqdxEHiohy4YpjVpdoSPD4/vtx8DBKgipbz+P1YurtEU2z0eCMrRpU6skIVFbYcqcTLy/YzDrl3Vh1E97Q4DOgUejRxa7PfYMSjaB/qfqPORlGaRmtCnZTU2bi3uAZXPrdCeD3Q4PXj39/uQlFZPR6elh96SgEjNkqmkkyiNWJU9ToAeRwx6XgTdza2/YJDntgY5bDjlbnD8ddPt+K9NUXg/VRkJccDiimgOIf494TGqAZdkUbiWnmIYk5D3SfZQIxqbSObBHDAhdoAACAASURBVOCyS3D79IXzsT3SMKyLPO9Ga0KMxKi6QohO11xwQq+NfY1y2h41HAQx2tnY9Bk8IXA2ltQ0Cl2PbYERsXFfcQ1W7uPUozXREmcjAPTPTsIzVw/G3NfWGNqeRwUSsMB3FhZsBx7s1R+ze3QVbjuqeyrev2k0pj27nOtEvy5uKWDm47T7W7l2LiHT/IH/Aoi8WRuLyIKKeyJnoyTJgpVSnKwrlYWXvYuMP5+nju2JVFJ7OjsbySA7XM7Glny5Bfxy5KUyBrfTUPl/PKLJRYyW2Mj0fRKhmhHQmn7Q68gPWlxTzjjTHWjiooURG/uw2/CcjfXl7Db0QsCMCErjRZONZYe3KEY1jpPTLnI20vhdu0s/mjM+g4lxZP6dlUXyuRbElcDvprQwjuVsjFjG9kzDsnsm4o8fbcaH69g4qvE9OzKrRgE2jiabTMJGO22oUXxEGwXORgd8zZMyzCrLNnQ2ClYOdohj/+0uuw12m6Sa7K1r9LXLqmaz8JyNjdCYMLBiVC1M4LTbcH5+Fs7PN9cJa2ERTvpmJcJhk07Fo1bUeVBUVo/OqfK1zJebjwn7qXj4/AF8vP4obp6gscC0DWjw+HDXexs1hcYgG4oq8PxPe3H7pF5tcGS/bEprGjHvtTXYWMRG3zV4/Jg1fxXj+tZyNrZ3jGoC6WysdZsXG98pPIQ/frSZK3Ss2FeGS55aigenDMDMkRr1KzqkJ0QjzmU35W7snBILRxsIfVSUqKpXv4bt8R5TAaNRIZT4/QHc8uY6Q46zd9cUYWjXDrgy1AUKdAGqK5adr9Ag2sF3FgJg4oqNYFb4pc7G4OtY29j2VQq0tzcoyEQ77Xh42kB0TYvDw1+p55Xuv6gfpvm2AYubb+uc7AIEU5oOToyqy27DWEG3nh60E9bQPhqvJe315YlSx4irMTXOhX9OG4hb316nGSec3ykJT109+JSwzkbo6rtoC3KSsP2YQAgUsPVoJYZ27YBEXnSxnbMQ19soFhvNOhsFTkyj3bithRGxcetR7ddZeL2rMc8dCASwan8Z3lh5ED/uLA558Q2Pv3+5HRcXZGt2U6fEuYTnaP/oYnNiIwJA2T5LbBRgxahaaEOdjfEaHyTaZVdfBhxczt9WCy3X1ukco8o4G8MgNrbU2QjIfYFGYcRGjfxz2vdJhWqRSCfqbGTESTPOxp3qv2lfI8CKje5qVtzmCWRGYlQBeYUUdfzRrkMRoshZHvT1i+c4G0XZ9NwYVZ3z1EiMKi9C1eqYahk8sdHqbIwYop125AtWmC8TdHIYcTYqaRA5G+FvvnBnYlTbTugyE6MqSRIjJNZ5fGwvUQTGz3GdjQENUdRyNlpYWJxmRDvt6JOlHosqO5AOlJp3LR0MYZ9w8/mmY6bi595adUglalmEnwaPD9e+sporNCoprlZfs7g1OhuNxNu3JrzOxkDA+ETzN1uP496FfKExiD8A/PGjLfh6yzHxRjq4HDZcNqSTqX2mDzcmkHVLM94hyNuHjoFprHF7iI30OZXn3ZI9Jdh5wnjly/wl+02dEwDk9JKljwOFL6lvd9cBn/+OXfwrgI7XlQtH+mUl0s11MbsP62z0w+cPMAtY2sPZ6Pb6VdGevIUp6YlRciWRgu4pUcJ+OAeJUfXBjgsHZiE1xIjqgTlJ3J5gLc7oIY6FpQ5LnrPxCHG8ZifHYFK/DHx48xhM7p/JRBp3TIjCbWf3xLu/GqUSghhno4FFS1cb6NCk/PvbXRjz0Pf4ZAOnk9buBEB+I7wNIcSoCpyN1eFzL/bJTECvjPDM9xhxxHr92uMdNxzwBzi/rwKxscHjw20LNuCqF1bii03HuEJjbocYPDx1gG6/Iv/x/bods6sPiJ2aOv9cC5NYYqOFmECA09moITZSIaauzFzUZRC/xuqG0zlGlelsDEOMKq+z0Qx2FysUaRFFBo+azkbyXsXrORuDMaq0szHobKTipInORiPORlecHJOqpIwU2VNBkntcgnO+vpwcswQk5fC3VVJbwor22z+XM8Kp8xJgBVJejCqd7G5pjCoVTcsPyt8fp/4+oL7fzDlnwcfOGYBZzsaIgq6sD7L5cAV/lSiJUslixEay8lejs7E5RrX9nI28SYGEaIcwzozGjFXWeeAhcTyR6GxMjXOxE06Ws9HCwuJnxsCcZNXfmxRioy2EBWQhRwaGkS82mesWK65uxOr94okqi5azoPAQtztTD2V0aqQ5G+NIVLzHF9B0/yjx+wP4x5fbDT/XQ1/taFEH4LVjusFhsPswIcphWGzMSorBuJ7mnFtXDGu+Tqbut6r69o9RpQKo8j19f00R3VyTnSeqzZ33dWXAqxcC3/0VaKT7BeRKnOfHA4f14wlpEkmDwtk6rmdHboKHCJfDhmlDDcxvKGDdbT6uU74tqhSiHHbmXFNes5VzFqe4vX5mDskBLx64pD/3ORySeq4zKioKd54bumM+1uUw/ZprOaCpyFPv8TEi4JFyksaTLF/bDOiUhOdmD8Xyeybi+dlD8d+rBuHt60di2d0Tccc5vZj3MBRn48CcZJzdhzO/pUNNoxe/XbABH68ngqPEiR32ucViozBGle9sPF6p0RdpkuFdU7h1JKFAv0N56EfdS/woVc78YSAQwJ3vbcRnG7XHXUXl9fh+RzFW3DMR887oqnuMlEXbtc1Jaw6Iu8UbEs3OUUpAh24m9/nlYImNFmIaKgGv8odE4rukgjAxlGXNrjQzBDR+ZOrL2VUjpws09tOos1HkfotKkl/fqETjwiWl/2WsW1ELMzGqjLORCNWiHkJGbGwSsUONUfX7geJd6tt4zkZJYs/hsr3qv3lio1HHJXX7JWbr96ftWQQ8MRjY/on6dnc18M19wBND5G7NIH4/62yM68g+Ln1ej0aMqt65FZ/RJJoqLkzd1WohlP7btQR0C2NYnY0RD11ZH8QfAAo5k5XHSIwqHeBHCTpN6LnggE/sbGzDzsYYzqSA1gUSFRJLatTfRzZJp3OjnbDZJGQTYdjqbLSwsPi5UZCjvgbYeLj5GqBHR/OLnXqkt/8CqZPV5q8pi2tO0+vQ04BAIIA3VxlzY1FUnY1koVJ7CFFKohx2xl1ZazA6bsmeEhwsrdPfsImDpXVYsqdEf0MBPdLj8cjlA3UDaFwOG56eOQRpJtxYN47vbnjbnA4xOH9A84Jq6n6jUa/tMT6k55VSbDTznpnex+8H3rsGOLJWe7v6cuCtK4BKjptLAX1tlUKf3Sbh1xN7GDsuAFeP6GxaDOG522iySbTTxrjlWgteb2OQco4bTBYbybjf58WUwZ3w8NR80MOmMarXjO2JnA4t6+G+eUIeEy0tYu4ZXdFVw2kc7bQznycqTDHVH0SQzkiMxnn9M3HpoE4Y0yNNuOCDnnuNBjobAeDxqwZhcOdk/Q053LtwMysaM6lfITgbffQx5WvDk2F0Np7RIw3je3Hm9kLASIzq8K4puosNGngLbDnOxh92FeOLzcac999uO4Hle0tRkGv+PS6v006r0HI2FnWdZu7Jep7TMuPPz5zIm7WxiByoizA2le+mUd6vpK4MyJsoCxZmoGIj7YOrLTb3eJEC42w0MKgIBIA93/EjEyUARatkkSyULznJDoy6xdw+jNhYJfab6zkbRU7FOiqWNa2CDDVGtfKQWjR3RIsFXEZs3Efu58SoGnU2mu1rPLQSeOcqcV48IAv6b04Djm1q+rscCCgGaZKdL5CKOhu95MfZ7gIcLtbxGSQqCXDGyAO0RBLnqxQYeTGqFi3D6myMeERiIwAs40wE6ceoCiY1tJyNTIxqW3Y2skNMXoRqkFiy8p9GpMW5HBHhhOHRqYP6dXVriY1t+B5YWFhYhAvqbNxypPJUpNz5+ZlML50WLocNlw02F9fYGoQiUETiopefC0cq6rHnZAipSGgWG33+ABN12N7ORoDtSKN9dCJW7uNH72uxQhDXb5SpQ3Lw8pzh6N6RL0gM6JSId24YZXrSe1zPjrjzHH0HV1KMEy/MHqZ63/Q+d+3S2ch0DTaP+0PRxQwPcff/ABxYYmzb+jJg5TOam2jFqALAVcNzccM4fffOpL7puO+CvsaOSwEvRrWO9jW2gasxiLbYyAoZHp+fiVENJrVdNaIzhnVRzx85oRZSM5NDNA0oyEiMxpvXjWRScSjTh+XiTxf20308JkpVR2w0435VQl2kRpyNAJAY7cSjVxSE9Jz1Hh/eX0ucx7yKobA5G8ViY9ARaoTMxGhM6puO6cNyw7KAxojYaLdJuGa0ttuP72xk57nfXHGQ3U6D11ce1OwWFaE1Fq2s82jGW+9OnQQkmnAJj77VzKH94mj/kZdF5EL7GmnnHoU6zw4skcWK/lONP2csJ14jiVyMnq69jUxno87AIhAAvrwLeH8OP1q2oRJ4eTKwej773uhOZkrAxf8FsgfpHraKqESoM80D4jhTXWejoOuwjqw2CYrYjKhnwNnorgXWv6W+La0n3xUGGBAbOatrmH+H4PVgxEaNH+5AAPj8DnaFFA9PLfDVH+T/pkJ8XBpg43zN0xi/oFuYWZHVNHgQnatKpzMVT7d+1OyYtMTG8GN1NkY8jRq9TgtWH8L1r63Be6uLUO/2wecP4AQR1+gqUXpBdmpSQ2KdjaeinTzqi0FmoUErwos70nQ2OtXbU2ejqAMyEshOssRGCwuLnzc90+NVv0N1bh/2Fstj91iXQ3dCSskVQ3PCFgXWEgZ35izI00CSWNHVInwYmfwUEexs5HVqiuLb2xLa28jrquJR02BsOyVGXZNanNUnHYvuOBNvXz8St0zIw+xRXfCbiT2w8JYx+OzXYzG0i7nPTpDfnN0Tj1w+EJmJ/PHoqO4p+PDmMeiXra5uoYIUpV3ERhIBqVxkmBeCczvPqEN8zcvmHnj9m2ytggJejKkSSZJw3wV98diVBUjkTORnJUXjnvP74LlZQ0N6Hxix0etDLXE20gWJrQkjNtZpi42NnBhV+OV9vD4/th5VJ4GN6UYW74sWdZukd2YCvvrtOPz+vN4q8U+SgIl90vHq3OF4eFq+IYdocoz695n2+x3RcTYaJVRnI8BfuGuUzzaSeW6e2NggWPAvmvuk6Xv2KHh9fuZ6VsmYvDTDsdV/vLAvHHYbUuOjcPs5PQ3to0VFvbG+6nlju2lGYDcEOGM5kozm8fnx4y5zhqGlu4vRPzvR9HfKmDzxsa49VAatatzSRgmY8bZsqNBj4p+B7hNMHdsvjbZbImJx+sH0NWbwt/M2Aov+Dyh8QX373u+Bx/oCAy6Xhabq4/z9TyEBk/4KfPrr5pscMbKQphRqTlex0UPEMT1n45JHgdUvaW+DAPDFHUDXceqbR94EbHib33GZ3k9+nXudp/PYHGw2WXBUdgM0VPKjWE13NlbLA2HqDDwlNtIYVY3Oxvpy4Md/yYNr2mNQWwoc2whkcVZDUbGxlIqNLehsLCerebScjYdWACe3iu/nbX98i7x6UQmvrxHgOBubBoxMjGrTwMsVDzRUgCH4nm56HzhBjnfZf+XXf9h1ltjYGljOxoinUWN1ZoPHj++2n8B320/gH19tx13n9lKtxHc5bOhAVpXSSY3mGFX1uWCDXxGjyi+rbwt44qAZZyO9OKMTdZEEjS7yBLRiVK3ORgsLi9MPh92GAdlJWHOwOSZ/Y1EFemXI4/nbJ/XCzuPV+E6nL2dktxT8+SJ9Z0VbcPXIzpi/dL/+hk2c3Sc95ElVC30So0OfdA+KjLQLUZJgeDK3NaEODaNiY4cQRHk6fgwVSZIwpkcaxvQw17Wox5XDcjF1cCcs2nESaw+Wo97tQ1p8FM7Pzzz1fULRFRvbQVCmk+BKoWT6sFwsXKcdX6qkICcJfbMS9TcEgKJCw48LQL6GL9kFZA3k3h3jYmNMKZIkYeqQHHy+8Si+39ksGtwwrhvuntwHjha8/tEO1t1W545MZyMV3YCmjlia/uaTt9t2rEoV+RvrsiORfqS1kuNMkhzrwq1n9cAtE/JwsroRDR4fUuOjTDvEkmLFrwEAHK0Ml9iof+6J+J/OWEMLJtqUmRtrFKeLmXA2lta6oVWhG+O044kZg3H7uxuEiUg2CXjg0gG4uKA5RezmM/NQ7/bhye/3iB9chwaPH41eHzO/QHHabXjxmmG4Zn4hCjkRpI08ZyNZWFvb6IXXZJewPwDYbTZcPDAbH647bGgfu03CjBH8Odadx6vx7mrtLt3yOo88R3zdt/Ic+8Fl7EYJ2cDEPwGDZxo6pl8ykTtzY9H+6DnTAPmL+K0rgP0/8h/DXQOsexXoNEwWDssFF3SOGODSp4DswerbXbFsTyRPQDsdMONsbKgCljxm/LGLd6j/9nlYMXPgVcDQa4HOo0zkdHCITmLFRh565w/tl3PXsH2NzrjmHyuRE5JSfRx47WJ5UM29/ygw/1zgytdZwZWKiVQgjuXEqBrubCTOxg4aK8B3fiW+T8T2z1hBUNTHyRtQAfwYVUDb2bjoQWDJv/n315UCPz3C3p6Uy9/ewjhcZ6PV2RhJuDWcjUoq6jz408dqsT4rKZqJDBXHqFJnozJGlTgbqau5FYnhTAylxIkvqGlnI41RpfdHAoFAAM/9uA8vk8lqN6+/IojlbLSwsDhNGZiTrBIbP1h7GN3S4jC0Swc47TY8O2soZs9fhZX72AmpOJcdM0Z0xl3n9dYVDtqKvI7xuGxwJ3y0Xl8UcNol/Hpiy90EFmJyOsSge1oc9pUYSK8heJrGRNTZ6LTbIiKCnS6YMuo+PKdvBp5YtNvUc53TjzNnE2E47Dac1z8T5/U3dqxUlKC0j7ORjMsViwxHdEvBoNxkbCjiLNblcOP4PONPrOFSFEKFEAV0vF7vFgs+R0kk5ITe6S0SGgGOu83jYz4fbZlukqghNpbRrj8IOhubUslWkd/CoV06wBYgr68ocasFSJKEDIF72AjJ5DWoUDg6ff4AEw1qJg5UCbuQVvva+VhlPd5bfRgbi8qxZHfo1VqMwGYPQ2cjIzZGa0aoAkBpbSMuyM9C36xEzHm5EIfKmueLHXYJUwd3wrVjujFOb0mScOe5vXF23ww8s3gPvt0W2vx4Zb0H6Qn651+0046clBgUHmDvMxKjGuOyQ5Kg6SrkERdlx+2TemLRjhNcoZ9y85l5qhqaQCCATzcexfyl+7HpMDtnnRLnUn2mT53n6X2AuV8CB1cAr0xu3kGSgN9uAhzhWyDwc8YSGy3EUCdiPGcw+N1fxUKjkiNrgOE3yBb1FU+p7+s8GrjiVVmMOr5ZfZ8zjnVnhdPZ6K4Dti4EtiyURUxHlCyMDpsLpJvPnNfETGfj5vdYoUsLGp95Yisr7E5+iC+WmSU6CVB+V/PERp+HPSYjzkYqNip7QBlxkvP6+H3AOzPEQmMQbwPw3hzgVz8BHRXdEXqvD9fZSB2XIrHRhLOROhSNsOw/7CDn0HLg098A5/5NLTyKOhuFMaqCc7WhUiw0ikjIblPB42dJIADUkugQu7Nliwgswo5WZ6MevM4NttOE72y0S77mbemEhKPthC6eOKi1Qp/GrpbUuMn9kTE5HSQQCOCBz7bh1eUHmPs8WsNry9loYWFxGuL2+nGMuBlW7S/D5c+tQI/0eNwyIQ9Th+TAQeL7x+SlYsrgTrggPyuk/p3W5qGp+SipacSS3eJINpfdhsenD8KgXCtCtTWRJAkzR3XBg59vM71vUGSkY6+oCIhQBUKPUc3PSUJBbjI2GhStCnKTkZ9jIALuNEPPfdMeYiN9TuUiQ0mS8OysIbjiuRU4XF5Pd1Vx84Q8XDhQp65ISXxHNrlJjzhxvya9vqCdjUqO6fTLhwLv+qY9nY00QjQoNvr8AVQ1sIKHx6chNu5Xz+mM7JYCHCKPEaYY1XBCOxuVguvqA6Xw+BRpPHYb0uKIWGcQo87GBo8Pf/10K95fe5jp5A2FwZ3JbzkTo6olNgrmaJk0oSicqNIWG4PXut3S4pAYoz6Hnp05RHfhyKDcZNw4vnvIYmNVvQfpCfqf4UAgIBwjGYlRjXLYMaxLB6w+UM5uK2Bw52TEuhyITXHgtbkjMO/V1SjliP1BZo/qgjsUncCBQAD3f7IVb6wUd0XSxQPMYoJOQ9R/BwJAwAdoLSq2OEVkjL4sIhMqNlJnWn0FsOYV44+3/k0glbNqK71v82Mz7r9YVqQKl7Nx17fAfwYAn9wK7F0EnNgCHFkLFD4PPDMK+GAeezwtgf4wiQQcADi0qmXPRUvDU7qHR2gEWLccT2ykgrAjmt2P51SsIz9icUqx0YCot+c74Og69nYe3npgxZPq23idjKr7DcSo8pyNgYC5zsZQHGq8FYsBP7DudeCVC+Vo2SB0stsjEBuVMao8jm00f5xWhGrLOLIOePEsYOPb6tt9HuC/g+SFExZCGjw+bCiqwPI9JdhxvAr+MFywiGiZ2MiKgsadjT5FjCq/rL4t4HUkacWoxrm0Y1R5HZDtyddbjnOFRkCvs1EnQt3CwsIiwmjw+DDv1dX4agu/EmPPyRrc8d5G/O2LbVhNYrbuu6AvrhyWG5FCIyBPdL987XDcf1E/dE1Vfz/bbRIuyM/EhzePMScGWITM1SM6o0+m+esgUWejsx1EKB4xZFJ9X7FgcSqHv106gJsWQYl22vDgpf1NH9vpgK6zsR1EZdbZqBZKspJisPCWMbgwny8YZCdF46Gp+bh7ch9zT9xvirntswZpXn+zYiP/+qXO7WXiNGlneSgwgpPXzzgb23LBoShGtbLew3Vmub38GFW/P8D8Ho7olnpKiDxFGGNUw0VyLNvZuHjnSVz+7HJc9YJ6ntIXCOClpfu4fbl6MM5GTmej2+vH9a+twYLVRWERGgFg5kgyD0fnxnxusdgoup3jbKRiI11MXKq41j1CFiV0S9NIwVPQkqQII25BANhxvJpJHArSwBPeOPPcs0YZ7/UGgFmK96ggNxlf3z4et53dkxHCY112vD5vBB6cMgA2RWT68z/t0xQaeTCvh90FSOT1pQYiCyGROeq3iAz0xMYtH7IRbVp464F9HBek8gub12tIY1Rrw+Bs3PWN7ICjMQZKtnwou4dmftDs8GoJjLNR4wfEzOvKgw5iOg1r2eMpYcRGTp45jVCNz2BdV0zXYTVQRxx9SmcjFSc9dbKTUTnRbkb8BuSuwfP+0eyy5ImJSnj3U4emu1oWF5X/3toS9fsv2YHETuLn6TYeWPWs9rGY4cRm2eE4/U35b14JtvL/g+jFqFJx2AiW2Bg6B5YBb04Tfz9UHgI+mCufbyNvbNtji3COVzbghZ/24YO1RahqaP5+7Joai1mjumDWqC5hj3Wr5qx+NYoRZ+OpbhjqbIQf0cGLN3rh0wYRng0eH55evIfbg/X04j1IinHignx20jaGcTbSzsbIcjZq9XxpOhstZ7eFhcVpxgOfbcPSPfpjvpeWqL8XE6MdxnvI2hGn3YZ5Y7vh2jFdsflIJU5UNcDlsKFfdqKhVf8W4SOmaeJw7qursfWooDMLQI/0OOw52Txv4BU4G9tDhFJSUefGY//bhUWkX+zx73Zj2d5S3D6pJ8bkaXci5uck4dW5w3HTm2vlTikOybFOPDdrKAbm/Dzdt9ER6GykQgmvPiE9IRp/uaQ/vtjcPDdik4DnZw3FWX1CjCAdeq2caETne0SMuEEz/YYK2SJ3GXU1Jsc6wxJvyoidbh/jrmzL3vYk4jCrahIbeRGqQDBGVS2AeDxuvFt4SCXOuhw2FOQmse8brxqlnaGC64q9JXhqMb8f0OcP4B9f7sDyvaV4fvZQXReyEjZCl/0MPf/jXkPjD6OM7ZGG4V3JnB7X2Sj4/RHGqPKcjerb+mUlqj5HQadendvLfLcb7cHskR6PhGgHqhsMfh8ooIsHRPy0S51Y1zcrEduPya8PN0aVs7D2gvwsvL7iINYe1Hc3FuQmqzoqAaBjQhTuOKcXpg7uhAn//uHU7RKA8b3Uzu06txdPC85XLcrryGdckuR5UOW54K4Nn4nnZ05kLPWyiEyYzj0yOVhirj8AAFDJKXdVilW8XkPG2dhCsdFdC3z0K22hMcj+H4HCF1r2fADg87KuMS1nI42ObSk5w8P3WEacjdXEfcrr+4wikw+N1Ww0ZKzi4osnzlK36LEN7DZaeOuBYkXkqq7YyPlhoaJpwM9O8FNXY2InwK4xsOx1Xvh7Dbd/BpTulf+bCg56MarhdOIcWALsX6K/nYWahkrg3VnGFiJ89QfZpW0BANhypBIXPrEELy/brxIaAeBAaR3+9sV2zHxpleEBt1GMRmTx4ImNdAX1qV4Lnth4KkaVnC+tHOFZ2+jF7Pmr8OT3e5gIJAA4XF6PW95ah6e+Z8cP1NlIo1JinJFzMX6gpFbVW0bxwwZvQDDEbsMoWwsLC4uWcqKqAe+tKQpp31HdU2G3nT4R7zabhILcZJzbPxMTeqdbQmM7kZ4YjYW3jMEj0wYiv1PzdadNAs7s1REvXTMMUwapF22eilFlnI3td/6drG7A1GeX4/UVB+HlOHIK95dh1kur8OFazvwIYWT3VPzw+7NwxdAc1e2xLjv+fFE//HjXWRjVPVWw9+mPzSZpCsftISpTgbPR60eAY32jMao5HWJxTv/M0LsOk3OBc/9ubNue5wEFMzQ3oYKhUGysoC6t8IxnqZDc4PUx11Bt6mwURIhWUCGiCTcnRnXToVL86eMtqtsyE6MhQZLTiJScBmLj2kP6Mc4/7CzGXz81F4GtF6Pq9vrxukl3mhYFucl4+uohbI8vbyG+0NlovLOROhv7k+7FijoPPD4/jpLPVodYp+FEn2inHVcMDW3eUGvuo6bRizdWHsTs+auY3uCLBmahU5MYyu9sZOdtff4AHrikPzrEajt5B+Yk4eU5w4QLSGh0c62b7Xj9fNOxkMTXct6CAiZdz3yn9C8VS2y04BMIcDobM+hG5h+XF/WoXCnA6zUMd4zq5g/UkZJ6PJoGwQAAIABJREFUFD4P+EOPwwPA71/UmnDsd6m5x5cckNd1CMgZau7xtDAUo6rjigVYp6LfC1QdUd+mdDbabKzgSFcW0RVFRlAKbKE4Gx2uZgdgEDoIoX2NHXRiBGx24NwHtbcJhfUCZ6OvUT7HhTGqxmIcDFFZBLx+KbBxQfge85fAhndMdHkGgBXPtOrhnC6crGrAta8Uamb8A8Dag+W49a113EmCUOFNLBklkxej6qSTGkFno/oC3K6KUaWrLFt34vTehZsN9TH8+9td+GrzMdVtdLKDvhWR5Gw8VKYfoeIW9TlYzkYLC4vTiPfXhB5dNjrv5yt+WLQuUQ47rhyei89+MxZbHjgPhfedjW3/NxmvzRuBSf0yOH158jkaKc7GQCCAm95Yi33F2hOT/gDwhw83YYOBTsakGCcjKJ7RIw3Xje3GCCQ/R+iiOyXt42xUP2cgwB/7U7ExNyUMIt2om4Dz/8XOQSjJvwK48nXmOoHCcxbyOEo6e3kLI0OBXt8EAkAlcXm1rbNR/VmqaBJkRK5itzfALCK3gxU6DpXV4ZqXV8FPxcaIjFEN7ZjeXX2I6XbWgunrJN/fy/aWCOM7RXROiQHv6+B3k3piwQ2j+N+VZsRGXyMrGAOAly7aj8ZxIjbmpccz31XltW4crVC/ZkZdjUFuGN9NV8TjIYpR/WTDEYz+xyL8+eMtWLK7BLXkO2H70Ur0a0qt4Hc2Nh//1qOV+P37G1HwwLe46Mmlws9Rn8wE/G3KALx/02ikxotrX6KdduYzepKcI0Z+T3lwj42aLnjz+hZcLLHRgk9jNSv8UdEvpbv5x+UNiBqILVmJM0YuwVbSUmfjlg/MbV9xCJh/DrDzK3b20yjUsemMlcUzEd3GAx1N5PcPuIyNmw1ijwIy8o0/lh6hOBvjOWKjI4otxC4/oP47jkxS8HoelWhFk4pIVDh2tcRGm1MsuvEiYZVQsTG5s/5x9b8MuPBRQArj13RJk4uTJzj4Gjkxqk3vj6izMVQCPrkr9bDlvjNMUCg2yrZP+BHHvzDmL9t/qnxdj6V7SrB8b2nYntuuEVmkBzdG1cGPmvGTLgEH/M0RNtQJ24pC14GSWny68ajh7Z/8fo9K3NWbSIikzkabgffWA8HkjuVstLCwOI3QirLUQy8e0sLCCPFRDqQnRqsmpmkvtEcQo8rrj24Llu8txToDbiBAdnw898NeQ9vWutUiBk2F+DkTpVF30B5iI0/IbuT0tR8uV88D5SSHKTFo5I3A77YCE/8s9zIm5QJpvYGhc4GblgLTXjI07qcxqjTCNAjrbAyT2OiwMSmvdJFoJHQ2MhGLTbh9fhwoV9/nBP81XLmvDMcryPwVnQ+LAJJjQquQ8geABYXGkxCoYO/2+uFXCPa0x9AIOR1isfyes5nr8Jmjuohjf+ncmKdeLDYC/PsYZ2MUTpIY1YzEaKTFqV/bkpqWi41ZSTF4+drhuiJxxwT1c/OcjR+sPYzfLtiAao2Eps83Hz+18JYfoyrPmb6+4gAuenIp3l97mPvdCAD3nt8Hhfedja9+Ow6zRnUxFMObnqAWI08SUZcXx2uEeo+PdXbTNEI6r28hxBIbLdR4G4GN7wKvXqS+3REFlJLYswGXNzufjGCP4os5Ws5GVxwbKequaZl9mTo2jXBkDfDOVXL8Km8lix48x6YWkgRc+rSxScnEHOCcB9mY2yBZA8PTORkkJGcjdcU2QfsOqdgYS8RGxsZOBmv5l/OfR0TOCHWHoJbYGJsi7jvQE0FpjGqywYLk4dcDN/4AFFzd5F5VwIt01SM4sW9zsCKmt4E9t4OrvHiRv5INiEpibzeK3yv3TVgYo8zYJMQp/B5+bPUvCLfXj/dWm4t+e5MT1bL7RDUe/HwbZs9fhZkvrcS9CzdhzYEyXRekpwXORm6MqsDZ6CdDOTt8zRdvHnrh03pC1wKTr/W2Y1XYfKT590NvIiGSJtR6pMdr1d8AEDgb7S7thUYWFhYWEUaoLn0JwMYiE0kyFhYmEImNHp/6fNVyw7Umbxce0t9Iwf+2n8DJak4CFKG2UT0RGtuGjq/2hkYuKmkPBysv2rWRI9QVldEY1TCOxePTgfF3Ab/6EfjdFuDXhcDF/wEyjS8014uyDHK8qmWCiAhJkpjPKe1HjAixUdjZ6MOHG9QL7R0CsREAGhrI4m4d52l7EKqzEYDq2k4P6mwE1IK9I4QYdrtNQnpiNBO3ebxS4/uVOhvry6CZ4sfrbeR0NlJnY0ZiNOPaK61tZMTGTiF8tgZ37oDPfzMWs0d1Ya6ZO6fE4o8X9MX0YWrDAxUbT1Y34I8fbTb0fDtPyIJrI+961xWLTzYcwf2fbNX16vzrm53YX1LLRttqkJ5IxEbibKT3m4Fxe9JkPTqvbyHEmvGwaKbyMPDCWcBHNwLHN6rv8zYCz44Bfni4WbCISwUGaWfAqyiYzhcJ9WJUndGswNUSdyP9MTHDpnflPjSz0H+3Vl9jkJxhwOyPtPsb0/sDc7+Q3XmJArGx0zDjx2kERmzkrNo04mwEWJGOOgAZsZE6CMkP/eDZ/G5HESN/pf5bS2zUus9FRFN6XOUhOBuDZBUAlz0LTH1efTt1/BohpZv8/5LEig6eBtndqEQrRjU2DRg+z/wxKNnxRcudyu1EIBDA0Yp6bD1aiYOltapVeBbyKu3FO07ijnc34OoXV+LaVwrx2P924UiF+RWKobKvpEYY1SFC2cNXWefB9a+txjmP/4T5S/djye4SLNtTincKi3D5cytw6dPLcLBUvPCFN+FgBJfDhpQ4doEIvSALrtrzEQddlD0AW/DijLPKsrXYdsy8+0XpmNFzLgpXo7YDmUnRmNBL+zvYDc6/h/blWlhYWEQ4oUx6AfI03R8+3IzXVxwI5+FYWABgxaXmzkb12Ku9nI3bTTqCff4Adh0XdIEpqCPOxvhflNgYWc5G3vPSzlCA42wMR4xqGGE7G/muINorFy5nI8C+t6yzse3O80Shs5F/TVnb6MPSfer5MC2xkXE9RmCMKhVczeDhfAZEOO02ptdZKXb3yUqku+jSt2mfDCI4aYqN1EBTW6z9JLw5bXLN7ZGcjJiXkRiF1Hj1NX5pjRtHyGcrOzm0z1ZOh1g8OGUACv84CR/cNBqvzxuBL24bix/umoAbxndHGnnuKnJ8CwqLhA5EEY0cZ6PHHoN/fLnd0P5ef8DwtkFonzYVGy8aKJgXNwBd6MA6G60YVaNYYqOFTH2F3KN2cqv2dj88BCx9vPnvc/8OdDLQB5g9BDjvIb4w1VjdLGBSW3Lww830NrZAoMgeEvq+ALDmZeCkuS9EVkQ1KIh1GQ3cvkl2OXYZK8djJHcBep0PzHgXuGmJ/Pf6N4GDy/mPUV8G+EOb9OYSTX70uTGq6i4usbNR57FiSfwSdUJSB2FcKnDpU9DsrwySfyUwYBp7PJLgQkZLbDTrbNTrbOQRFAqDeOqBOJOC46CZzf/NZNPXczobNWJUEzKAM+8GckeZOwYlAR9wQuc7J8Lw+PxYUHgIFz6xFGMe/h4XPrEUZ/7rB4x7ZDGe+WEPqhpCcD4bIa2nue3tLiA5tLLwlrKhqAKTHvsRc19djYXrj2D53lL8sLMYTyzajXH//B73Ltzc3DfYitQJOke0CPaUVDV4cNWLK/HddvFvzabDlZj27AocKuWvcONNOBghKymau7qPrvptaHoNqdgYbVcI31RsbEWxyxvCv1e5j66zMcIm1H51Zp6mu9ET4ByvFaFqYWFxmnHZ4BAqChQ88Nk27CvWF1EsLMzgdKh/gN3egOr/g7SXCOXxmx8TGdmnhkTbtaXjq72JtM5GgD0mXnwfjYLM7RCmGNUwwYtR5aW30C4+6hxrCbQqoqxWLR60ZW87FdrcXj8aPD5UCGJUy+vcaPSrzwMtsdEhkfsiMUa1Bc7GjERz50U0/QwpxK6CnCT0yUygu2gyfbg8/5GVpL7mOlZlwtmoJzbSuT6AcTZWetTnbEK0A7EuB1Lj1M9VUsM6G1vqGo6LcmBY1xSM79UR/bOTTi1Cpn2VFURs/MxEHUqQKLCfi6V7KnCiynjX5sbDldh02HjPIhOjSlIB+mcnYVgXjblbDZjPOZOsZ4mNRrHERguZ5U8ApXuMbbv470BV0xdRVDxwzafA4Fn8H0rJBgyaBcz5TN62nvMlEvA3O8F4opzfJ8c+Kvnxn8Ax4r40yrC5oe2nZPV8c9uH4mwM4oyRX9+5X8jxGLdvAq5eAPSeLL++X90t99/xRD9AdmN+MA/wiXO3TWEoRtWgs1GvC1A3RpXzZT9gqlyGLooZlezAqFuAKc+ysaiSBMQk8/fTii3V6mwMBIBKEi9oxtkYhPZRVh8Hht9gfP+8iUBGv+a/aTY9b9Dk0HA2xmfI5+asD+UCeiMCLw9/mM7LNqC6wYPZ81fhnoWbGRfXkYp6PPL1Tlzy5FKh+NQiBs82t33/y1hxvg1Yd6gcM15Yif0l/IGYPwC8U3gIN72xNiRxygwdNcrFRQRX/D3y9Q5sN+DUK6lpxF0f8H+LaG/Q6O4pMJIGkym4SKMdBs3ORvVQLtoekL/vt33K/qZSl3UYCeXCSLmP3oRZpE2ojeqeivsv6ie8n+9sbL3OTAsLC4vWoCA3GUM6C8bGBvD5A3iDE1FuYdEShJ2NZGzZXiJUdpL5MZERF3EdiVG1nI0ykSI20vPP7w/gcAWNUY0ssZG+rj5/gIkjBtjOxlDOcfExqF/H8lq1CNKWzsYoh505nsp6D+t4aqLR64eHjPkZQVF5HxUi6TxnBBAf5WAch0a5dFC2qe3p+ad0NkqShFvP6mH4sc4fkIm8jvK8HBujqpGuROfFaku0n8it39lY7lafQ0ERlroLS2vdOFrZOhHFFFFEcBAa+6pFOsrxvPMx3Gj/nLlv+P+m4Dr7l9CMoiUs21NqeNuORGws5gibD08baMihS387GAezFaMaMpbYaCGvwlj3uvHt/V5g7WvNf0fFy867O7YB3cartx06D5jydLPzi+dsBICGpkldKh41VAJPDQdOblPfvncR8Px44M1pQF2Z8WMHgOzBQO8LzO1D2feDue3NdjYapfBFoPB5/e22fSyLxOFAT2z0+1jnaYLBGFVKHHE2aol6SvpdIp+POcPVt/c8F7h9MzD5IcAuGNiJHIyaMarkR0gp3NWcUA8+bE5xv6YWcR3Vg1GfGxhyDdDzPP19O3QDpjynvo1OejdyhBV702CIV4IdPIej4uUC+tvWy/2hZkkKYZ92wO8P4Na312PlPu3vmwOldbjm5VWoDrfDceB0405WyQaMujm8z28Aj8+P37y9HvUG4kMX7yzGq8sPtOrx5HSIQf9sc/ErkwdkobLegw/WGu+7LNxfhq1H2UUXVGx8cEo+lt49EU/MGIwZI8Su06KyOqw7xPZc0Qvf4MpP6mzsJh0HnhwMvMcRqF8+F1gws/k3N4yYdb+kxbswtmfzd7yec7EtJxqMMveMbnhu1hD0SGd/y+jEAwDL2WhhYXFa8tiVg5DKifc2ysfrj+j2HFtYmEHY2UjGXu0Vo2p2TNQ/OxE9OWMJSo2bOhsjb2zUWkRaZyPATlRTZ2NxTaPqesBplxhXTnsT5bAx66/ptVx1gwfVxFUbVmcjEZyogzeujc9znijDdLk1IYFd+MlEpSpgxEbRnFQ7IkkSkkOIUu2RHo8z8tL0N1TAiI0k/ejigmzcdrZ+wlNBbjIeuXzgqb9pzO8xzc5GMr4Jg7OxvFF9TgQXE9MY1eLqRkbIDzW+Xg89sdFox3E2SvBR1P04z76Gu5A63leJPzvfxAOOV2FUcKxpND53lp6oHaMKyOfiu78aha6p4nn3flmJGNtDfb6WM85GK0Y1VCyx0QI4ul7/C5Wy+xv2tvh0VvhQiiyeejbSLUhQ6KCi3Jr5QNle8XHs+Q547RLzE6eXPQ/kjjS3jxKe+KIFEw9roldQhM8DLH3M+ParnhO7H82gJzbWlcrxmEFsDrErUMt5JdmAaLKSWi+uVIkzhu277D8VSNK5+BOKjRqruum/Q9nZSCNUk3JCKwK32VmRsvYkMP1NYPSvBfGvEtD7QuC6b9koW7qCi76PNidQXy4LE1/fwz709k+Bd2fL2wByzOuZvzf1T0JmPtCxj7l92okle0rw0y5j35MHSuvw9qpD+huaIToRmP6WsQjmCx+VF1W0Md9tO2Gqk/G1FQdatetSkiTMGd3V8PZ2m4SZIzvj263HhX0lIj7ZwMaO0NXNUQ4bspNjcElBtuak7dHKBkx7djnjBKHOxuDKTy8Zyl3h/Zz93lGy43PgjcvY36UWMiYvFb0zjLtprx7ZRfVvojFOFFp2HylMHpCF//1uPBbcOAp/mNwbt53dEw9e2h89s1PZjS1no4WFxWlI17Q4fHjzGAzMSdLfmEN5ncf076qFhRbizsbIcDZeMiib278t4toxXbkR+pQ6KsK0Ybxke0OjNpUYnSQPN3RsTjtDaV9jp+SY5l71CEGSJOa1bSBiI+27S41zaTpNzaL3WLFtfJ7zRBlGhGjCabchNUF9fW43IzZGYIwqYL63Mc5lx3+mDzJ9fkeRRQS8scId5/TCTWd25+6fEO3AjeO7450bRiIhuvmYWWejltho1tnIExvVj1/aoH4d0ps6JGmM6q4T1arfLaddCimdyQhJMerfJCo2FuQYSbEI4BnXf9FJ0nciznH8D1NtSwwdW3KM8d9LvRjVIH0yE/HdHWcygmKfzAS8cd0IfP6bsYywW04dzNQkZDkbDWOJjRbNYkE49qGxl3WKLyFehGqQoHhHJz9F4qSSE5vNu/aiE4FrPgH6XGhuvyCNVcDGd5kVLEI8ZAVEOJyNu79luxE1j6EO2PRey5+Xio2NVYCyY6L6uPr++AzAJviq0YpRjUlh92OcjTorS+jrbiS+NiRno4YISmMLQ+lrDJJIYimqjsorsc77O9B5tPq+vpfKbsMZb8sLASg0m54K6HYX8Mr5sjAhYvunwKsXNQuV+Vew3wFajLyZjbKNUN5YYS4C7M1VB8MvpHUeCcz7WtyTmdJdFiSHzQvv8xrko/VHTG1fVFaPtRwHXziZOqQTzuxlzBH6h/N6IzclFkcrjEeIBOGJrNTZGJzwenvVITy1WGMRDeT05T9/vAXfbG3+PqUXY0Fno5c4G50wEE18ZA2w5FH97UwgSRL+O2MQEqL1V+iO6JaCWybkqW7TdTZGcFSYJEkY1T0Vt0zogTvO6YXZo7vC5eIIi+FKNbCwsLBoY7qmxeGTW8/Ai9cMDWl/h/30GO9ZnB5Qx6K7KfbRQ8XGdnK8xboceOKqwXAaOO8vKcjGtCHGkl5qSR95Wzu+2hM6DlbSXqKynrPxcHlkR6gGiXFpi41HiVATTlcjoO1aBSLA2VgnFhvdPj8uHaqe39F0NtKIVXuEio2k369AY7FR55RYLLhxNAZ0Mr8gSbSYlmIjc0b9sxPx9NVDsOq+s3HfBX0Zlzd1NpoSG0VpfEEMOBuLydOJnI20tiUzKbrVFiTwzmtl6sTVI/WrnkZIOzDIpj2PoeQGxxcw4m48q4/BBC/wxEbxnLzDbmMWM1w3thvG9ewIm01CB3KeMzGqZuefLU5hiY0WofV6ifbREhu1vrSDzkQqDhll/Vvm3YbOGLYHzyieOuCjG4FnRgHFu/S3Z5yNYRhohtJZeXxTy583isQSKjs3AU5fI3HUqR5L49zjiVbMl72GsxFgX3cjrjCRqBir0dlIHZfKeNfyA+r7QulrDEKdjVUKcaeaOKtG3yq7DUXQOD/qDvZ7gOId+sd0Ygvw9b3yf7vigGnzja3QG3A5UDBDf7sIYdV+4znygCykmXH5GSZrIHDdN8BNS4EJ9wEjbwLG3QnM/gj49Vqg70Xhf06D0L4BQ/sYeI32FtfgoS+3Y+4rhZjzciHu/2QLNhYZKxF32G14btZQXJgvji522CT88YK+uHG8vGLS6TA/wOdNZjFio92GRq8Pj3670/Dj/vPrHacuAkQXY75AiBcka18xvmDGIH0yE/HBTWOEDkdJAqYMysarc4czA//TrbNRFxrJA7AXsxYWFhanEZIk4ew+GaZjAHtlxLdbnKXFzxMq4gXjU3ljr/ZibM80vD5vpDASzyYB14/thseuLDA8uVxLnI1t7fhqT7ScjZHS2djo1RYbc1MiM06fpovQGNVj5HotK4x9jYABZ2MbXwNQUaZCI0bV7fXjipHqORfGvdiEJAFREnHuRWBnIwAmRvXCgey19OT+mXjpmmFYfNcE5IeYfECFZpHYWLhfXWVz9cjOuHBgljBKOiORjVEVxrnTRfh6GOhsPFGn/k5v7mxUPxftR22tCFWAPa/dPr/KSTqhdzoKcrXdjVc6fjT1nH1tRciX9mtuMyYvFT3SjWsSNEa1os6DRq9Y4C+tVc93KN+DDiSBoMKKUQ0bkfnNZtG2ZA+WBSReZ5uIbmfybw/Z2djkjAo11s1dDez6Bsi/3Nx+xzeH9nxByvYBr10EXL8ISBZ3cDF2ay1Hn1F8IXTChbIPxWZnz5eGStktCrDORlFfI2BebGREPR2xkXnd28jZ6K4FigqBwheALQvV99VXyBP8Zgc1ACuOVzUJjH4/UFGkvk9P1GScjSRG1cdfvcdl03vApAeA+I5A3lnA7IXAx7cAlUXstjaHLJBNekDseI1A6MW9Earqw9zbqCQzX/5fBOEI4f3UKp+vrPPg9x9sxLfbTjD3vb7iIIZ16YD/zhisOyiPcdnx9Mwh2PqvxThQqv5OyEyMwke3nqG6aO6XZa7nEQD2Fddg8+HKUxdaPn8AXuJsjXLa8PWW4yil8Ryaj1uLFftKMSYvTTih4Q2EeAFeVyr3D/cy0Ptqgt6ZCfj69nFYsbcUH60/gqOV9XDYbOifnYirhndGZ0F3QpTDBpsEiAzBp53YaOeIjc7InGSysLCwMIrNJuGqEZ3xxKLdhve5ekQLFtpZWHBwOozFqIaygCycjM5LxY+/n4Dvd5zEv77Zid0nm69drxyWiz9d1M/U49X9op2NGmKjvX3GiKLUkSBFZerrjkh1NlLBp96t7WzMTg6zs1FDSAba/hogkYgyR8rrmeu6IG6vH1FO9byKg5MykxDtwCNT82FbSO6LVLExVn0ds3yveuF1z/R4PDc7tKQDJWyELxuj2uDxYeNh9VzyyG4aRgAA6QnRkCQ5LQiQBfSqBi8/HtZucl6O52z0qQWt43Xq8yUjGKMarx0Xmt2KYqPLYUOsy/7/7J13nBvVvcXPqO1qe3P32utesHHDjWowYHoLxYCNCb0FAgkhpPIIKS8hAfIgIQYMienF9I4NAeNubOPe69pee3tXnfeHVrua371TJa1G3vv9fPIhK42ksTQa3bnnnnMUvyN1LYF2Z7PTIeGZ2RNw7bPLFb9VsQyU2OoYPQZKB7Fe5sfgZnuc+LXJ38GcDBeyPU6F0/9og0/1/FpN5l5iI84LyXFeTcVGEaNqmfSZ6RUkD0+2eYeRWkwfdX+ZdjbG8eU1EykKRASawxusv16Uxgrg899ob0NXQCQiSk2ve5CHVScnRau3sdGE2KglumbznI3EmajV2QhYe9+tiI1UNN39DfDcWcD6N5T9lUAkevSZM4A6c5GTAPgxqkDkPQ/HCFtOj7ajFODERZjsPY0lHAA2vNXx94BTgbvXRiI9R10e+XvIDOCMXwH3borEvtqwDF0LM70rUa5/fiWeXLSdWWV9rHJcb/Mi3R8+3Iy5X+9kVjE2tAYw85llXKExyqq9NfjBP5YYckf6g2Gu0zQ7w8Wszj1lSDfTqwrXHajDhU8uxh0vrUaLP8T9zD1OB1buqeY8WpuVuyNRs3TVb3QFXyCeoVy9+QsGI0iShBMHl+AvV4zBSzdNwb9vmISfnTNcVWiMPkZtdSqQhhNqPLFROBsFAsExwKwp/Qz3OfXKz8QPJhiLiBQIjOImC9yiQgDrbEz9QiWX04Gzj+uJG05Wup8qG00s7GyDLn7Ui6A/ltCK2kxZjKqTio20s5HGqNpz0RmNUaXOxsN1yXY26sSodvJxTn/f9lapu5kCoTAzr+GC8jx0/4xhWPrgdJx7HKfaxq4xquQ9oM7CkRau+3nQz57nUFuzr1bhACzK9mBQN23zhsflYFyEqlGqeiYAifyO8NxtJC2ookl5DESdjbSzkZJMZyPA7yONpXteJt68/UTcdtogZqGzQ2KTluKhKNuDf98wCSMsLPSm7katKNUq8lsbK/gW6Maokvlnq+YoqzRXA0e3Rqq5wuk1pyjERkGEk+/VFyeiTL4dKB7Ev4+60VprgVDboFjT2dgmdMRjS+ZN7GlRu1dpgXe6gZ7HW3vtze+xjr5YrDjs9Bhxsfl/8/FXxv+6gLbYyHQ2ajkbNQYJ3BhVIurpxqjSzsY4YlS9GqunqGhapbPau2IDMP9S8wKfmthYu095e36pvmvQTSa9zTibedSSTkOnKxLpeflzwJz3gWtfB069H8g1eJ6xGdOHm9/vo40+PPrZNlz//ArVSJBjiastOBcO1rXiDx9twdXPLFMMdv/48Ramw4DH4fpWPPCWfjz0zqONTEwJANS3sitPnQ4Jd54+WPc5eXy0/jBumb8KzX7l8zqkyGQTXZFuhOZA5LnogD+68jMgxzGUM/sbkmS0Vi7TiRDbw3U2CrFRIBCkP91zM/HcnBOQqzMBXJztwbzrJyI3056TqYL0hToWoyIj7WxMtbMxllLiujhQY37SkhUb02xsFAdak9ypi1FV7hMVu+lnbFexkbrLaPfkISLS0D68uF9fw7UaETg69/OlgsweDbHRHwwzFTIOSYYjRnC8ZlI/5GS4lIvD2ze254IBKsLQa1grSUA8mMW0HGcjFTonlRVBkvTP7fQ4PaRW+aK3GJSaJ3hzkCRGtbyROhsjr+FxOZCXqf6ZJ9PZCHAigjldpPleN35+7nBcPFY593jX6YM0xi/wAAAgAElEQVRxxGN+8dheKN+//kVe/PK8EfjyJ9NwQpm2Q1WNbrS3sZ4vJLcGQmgkv5uxgi81FDDvB+Ns7IQYVVkGNr0HvHAB8OcBwFOTgCeOBx47DvjvnyMCZBogxEZBhLxewOx3gNze2tuNmwWc/Yj6/Rm5bF9bS43yvzyifYvxOBt7jzO3PY1Q7T4SuHlRpHMum7PqSItwMBLjqoaV7kA9crpFXGNGGXg60G1Y/K8LsGJjrFDFxKhqdTZqDFKyStjbmJUlOid7ejwZcjaq/OBpOhstxOJWbgWWP23uMWoxqlRsNNILmUhnIwBIx/bPyeyp/fU3UmHJzir84u04I5vTgFF98jFtmPFy71jW7KvFXS9/B1mWUdccwFurDxh+7DfbK7G9Qruzd8th/vGtFnV79aRS3HSyRuepzv68SfY/OglCV1gaobhtEMxGNbU5G612NgLmfzeTjNrKZadD6vSJhrjhOhvtOckkEAgEZjmhrAhv33kizjmuJxOJ7nE6cMnY3njnzpMsrVgXCPSgHaDtMapE7MmwUVcoFZoO1LSod4hxCIdlNJPFi1qJEMcams7GFH3OVOSMjVENh2UmVYUKznZBz9lIU2Q6U2zM9rgMCUuJhBUb1ecofaEw153ojolSbb+G41Ua2VVs1EkvOK63tY5GCv3sWznOxhV7lBGuk3QiVKP0JO43y87GXNJX2TZ3Lcsy1u6vxe8+2AS/T/kdqQ90/LskKM9fWvMByRYbaUQwdTbGQqODi7I9WJhxlqnX2xrui7XhDqOS1+3EV/efjptPHYj8LOsL0Wh3uJqzkUaoZnmcivMdjVGtadtelmUs21WFF79THnshvWS9eAn6gTdvAF6fDez5Rnlfw0Hgy98D/zwJqNiU3P1IAPYZfQlST4+RwO3fAmNmsvcNORu49k3goie14w8lSb230UiMqlVbco9RQN+J5h5TQSJUe4yODBRGXw70sZA/3lylfh9dAZEIZyMQiaMsMSAg5vYCLvq/xLwmoBOjSmIPtZyNWjGqRjobfRoCgyxznI2d1NlolFXPdzh/jcBzNsoy6yo0JDbSzsY4xcbu5rLW041RffJxw0nWxCcAeHtNOdPbcSzyxFXjMKqPtYnFb7ZXYtmuanyy8RDTeaLH22u0Y4k3H+KfK3zBMNd1KkkSfnn+CPz1ijHMYNYIr69S9pVGJ0FmHKdxPlQh+hg2RjUMWZYRCFscypVOifzu2wivymRDlsfZ6RMNceMSnY0CgeDYZnD3XDw9ewK+feAMPHbVGPzu4uPwxMyxWPLgGXh85jiUFtlzYl2Q/lBxKSo20hQLKkqmkt4FXsQOZRp9QdTSyDYNWoMhUG0yO91SH+JAS5BKnbNR+bqxYndFQ6vieOTFOtoF+t7GdjbKssw4GxMtiNAFlbFkpcC9S8VGKljE4g+GIdOYTQAudLyH7eerMKev0abXN7SzkTKiV67m/UZhk3si71ttsx/PfrMLVzy9BEt2WBMbWWejVbGRdTZur2jAJf9Ygkue+hbPLd4Fj6w8RnzoOIZkAKf++Su8uzYyX6HV29gnwX2oFCoia4mNdD4mw+1ETfdJ+D5sfE7s2dB5iMitEfoXZyXkmr57LolRreeLjVoRqgDr4K1vDWL13hqc8/g3mDl3Gd7dpNQwdpYfwbPf7DK1UMgUH94HbFygvU3DwUhKXoN63ZAdsM/oS2APsoqA/icpbxsyA7j2DWDIWcZ+DNXERr0YVVm27mw87Wfmf6ips7Hn6I7/byRuk6L1mGQ4G4HI5/XDj4BBZ6hv02cCcMOnQEFpYl4T0IlRJSc9TWejxiAlm+dsNBGjGmxF5Kc9BiPvO09UdHq0P1+rYmPDQeDIRuPb5/ZE7I81Ak2R996Ss5FcJFBnoxmnYkY+cNwlxrdPU351/gjcaNHtJsvAqyv36W+Y5uRnufHaLVNx66kD4bQwjnxx+V6U1+h3MFJ4fYyxaEWyNnCiVIGI4PiDCX1x8ynmP/OdR5ULHTxt8UTj+xWY6racNqwb+hdHzj30YkyWAX8obD1G9dT7rT0uiajFgWnFq9oWboyqEBsFAsGxR8/8TFw6ri9mTy3DxWP72HZCXXDswDobI9d8dHI0VSIUD4/LgV7EabPfRJQqjYLLcDngspGYmmwyNT7LVKVfaDkbmb7GAi8cDnsKS3SxX6yzsb41yERo9shLsLNRIyI3FZ3tRjuJowRlML1+zjax0eWQOr6njNho34hxrfegZ14mihP0O884GwNhvLR8L6b8cSEe+XAzVu6poTN6WPDdAYTC+mJPj/wEORvJgv/mxjr84J9LsG5/ZH7bA3YuwQfldWCjL4h7Xl2Lt9cc0OxtTHQfKkWvszEWGmmb4XLgsvF9cUfgxzgk6wu+LwWn43PPmYrbBpQkZh68ex51NvI/26ompQhZRN77nAwXXOS8fM0zS7G1LTWrGcrtM8KteOTDzfjjx1ss7bcmFZuANfONbdt4GPj2icTvQwLpOqMTgXEajyj/pm4qPbLIiceoszHQAkYcGjJD//XO/B9g5MWmdhGAtthYRgRXI1CRNpZkdDZGyS4BZr8N3PoNMOkWYMBpQNkpwPjrgBs+A25aCBRaj4DkoiY2ynLkxBeL5c5Gzg+YmRhVKvA63HynCcVbwLmtUFvMthKjGiVWqNXD6QZySMRv/UGO2Gjg89ZzNupFKscy+VZrAn2a4XBI+PUFIzFnapmlx68vj9M9miZkZ7jw4HkjLDkavttbA6de3ygHl85jthxWd0HXt2qvKq/VGIQbJToJIkkS/njZaFUHXywFWW789sLj2v/2OB3MacgXDMNPxMZ6j16/qASc9ygw5Eyd7Tofr8qEQiomGuLGybmQ1OsEEQgEAoFAoIubrGjzq8So2snZCAB9ydh4f7XxBXbNPqXgoxY9f6ySYUtnI00d6fiMaF9jH5v2NQJsRG1s6gvtuSvJyUj4+63lWrWDs1EPf5CNUnW3iY0KIZzGqNo0QhWAZsSlmYWzelBX64rdVfjl2xvQyulujDLv2z14cMH3uu4y6mw8rNLrp9/ZqIxRPXzkKOpjFitnQPm5hmUJAfCP2wcXrFddXFuQ5U76ed2U2EgibTNcTkwb1h3u4jJc5vsfLAzx61hq5Bz8IXA1fhm8AUN6KM0iZYkSGw3GqFJnYwnpaJQkCYXkNl+w47hqIWJjlhR5nblf78IXmxLsLFz1nLnt177UpqHYE3uNvgT2oOmo8m8qbuhh1dlIBTmHG5j5MjDjD3ynVk5P4OrXgJN/bG7/gEh/ZJ0y5g49OiZ1MfoK1kWnRekUoOco9fupKGakO9AsvY4HzvsLMOc94PoPIrGp/SYnJ5qBdi1GBbOWGiAUe0KXgGyNDjfNGFWOs5GJUdVwNlqJrvU1ABve4txeD6x/EwirDHqsOhsB7d5KHrwo1WR0NnYbBgw9R/95RlwInPaA/nbHEHrilBoBk9Gg6Y5aH6IWLYEQRlq4gNF6TGWjD0dVBqCA/n7WmIi4UiP2ovz4vgWYf+MklGhEqPQt9OLVW6YoVv9JEttb2BoIIRBWnuP3FJ8KnPkQuygEAPqfDMxeAEy62dK/I9moxYGlYqIhbjj9LcLZKBAIBAJB/Lhd1NnYFi0fsq+zEWA7+6ggpUWTX+meUZuwPlbR6mxMlahMhZJYsfsAEZLtHCtNF0EqxMZaGqGa+IVzWp9tKnpJLYmNxKUYjVFVnIPC5JpSq54qxWh1Nlq5VleDulq/3aFRTRXD66sOYOHmI5rb9MxTXnepOht5C0RjIfNvnrDyvE3FxkiEKn8OtjUQVhU9eyfZ1QiYFRtZZ6PTIeHJa8ahMaMHbgzcj9N8f8NfAldifvBMzAuegx/778AU35OYG7oQZ47owXx/BxQnSmw0GKNKnI28CNtCDWG9SVa+jhcdzzfv2926+2mK3V+b2761Fgu/WsitBLID9hp9CewBdTYmTGysUX+Mr57fr+d0AVPvBO5eC0y5U3l/6URgmAExhMdh0tdY0E/paMvIBaYZFFAcLmD6r7W3YZyNae4CY5yNbUIy7WvM7qY9iNIS2nidjVTU8zeCKa9ov89kdG3NHuBfp0VKdymBFuCtG4FXr+avHrHqbMzpoRS5jZDXR/l33X6glgjniehsdGUAV70ETPsF/7PI7gac8Wvgin/beqCcDLZVaHSFakBX1x3LyLKsWPFnlJKcDJw+rBt65BmPZvG4HLhsXB/V+7eo9DVG0dvP2mb1ng41vEQ0o91CJ5QV4b/3n44/XjYa4/sVoDjbg5KcDEweUITHrhqDhT85DcN7sudHZgV1IAwfERtdDgAn3wucdK/ywcddCvzwQ+3Y7RRD37coWe40PMfwYlSFs1EgEAgEgrih4ypZBkJhmXE20u1STV/ibjMTo9pEnY3pmPoQB1pRm6kSlenxFTs5Tz9b+tnbiUyPeozqQeJsTMb1rKazMQVVCqbFxlAYcCj30y1FnY0xt4eJKGDjGFWtzsaRvRIoNpLP3kwT3r+X7tG8n+1sVHGBmYxRzYJSLMyAel8jj51H+Olsie5C5UE7Cs11NkbOd8f1zsfrt03F8J652Cv3xFOhS/Dr4A14OHgd3gmfDB88mDO1P/5x7QTsrVL+WxPmbGRiVNXERuVnQ2NUAe1jnXE2wofoUbpkZ5VulY8ptIw0Kjz/5Qac+KdF+HKLtvCeCrrWCEVgDCo2ZscrNlZH/qsbo6ohDjmcwMBpwLKnOm6rKze3X7FUELGx5/HsNlPvApoqgW8fV38epwe49F9A2cnar8cIX/Zd2WYItRjVBhKhqtXXCOjEqBoQG9HW88kTb804G1vrgfmXAdU71bcBgG2fAG/fBlzxgtIxasYFG8v46/juFy2os/HgGuUqOacnImLqQR02tP/S6YmIiNMeiLiHt30CVLW9PyVDIhHHRmJpjzFCYRk7jpgfCADAxRqC2LFGgy+IoIEuBcp5o3vB5XTg9tMG4aH3Nxl6zLWT+zHxF7Fo9TUCBpyNTeadjacOKcGnGzsWX9CVz0Ak/urqSf1w9SQDiwPayHQ7EHud5AuG4Q8rn9sltb3vITLoJhEwdkRt4iwtnY2886NwNgoEAoFAEDc8J1sglAbOxjhiVKmzMS37rONAS5BKlais6WyknY2F9p3/YTob/R3/DuoGS0annJazMRWiel4CYlSjnY2KYySNYlTzMtX3LaHORo3PXo9vtleipsmvOg/Qk4iN9a1BNPmCbFSpboyqcv4tm4iNHkl5btYTG+m5PEqfJLiGKfTYrtVIcPIF2BjVKCN65eHje07B8t3VeGXFPry79mD7fQ4JePC8EZAkYD85D5aVJOY8SGNUq5p8CIbCTI8xE6PKcTYWaYiNtLPRIcnIhB+tbbfvr25Gn0SJxFlFQMNB/e1iqJWzUd3kx03/WYVnrpuAM4YbmAfuJOw1+hLYg6ZkORtNxqhScSifTNTXWxQbW2qBnYuUt8X2NUaRJOCs/wFmLQCGnM3eP/wC4Jb/AqMu039NK5GedoaKjS21kfjRT36uvD0U1F6h4cpkyrQBRMRY3nvkdLGDAbXnNyPwrpirLzRG2fQOsG+Z/n7pUVgGTLnD3GMAVmyk+5JfChjpvNNbwRV7vysj0ot6yn2R/424sEsKjUAk7oiu8jLCwG7ZOGUwJxr4GKW60bwb0O2UcPWkUgDAnBPLMGuKvgh3xvDuePDcEZrbbD6sIzbqxOLWmHQ2FmS5ceZI5UAvUZMg1NnYGgjBR8TG6EpaxoWdBq46NVExLVfv85yNQmwUCAQCgSBunA4JDpJS5w+F27sbo9its7E0Dmdjl+9s1BCO7eNsjO1spGKjfceAjNgY62yspWJjEpyNGq7VVIjqmW6n5vFGiTgb+TGqGWkao+pyOpDLERxzM1xMHHQ80GtbsxxtVK9KyXQ7mYhMboSp3rxYbk/FnxlSEG6odzb6ZW2xUe3Y6oxeVzMxqjQpgO63JEmYMrAYj181FkUxgm9YjiSB7a9uRihm8Xm2x4luOcbTq7TI97oV531ZZl2MAFDVaCBGNVv98wrCBb+sPEazYqJUnXQgEg9GKqxiOCgXYbPcH0DEEHHf6+vQrCJkpwJ7jb4E9oBxNmp07vHgiY2yrO9s1BOHaHxk4xEgaGISuGIjsOBW4NGhwPbPlPf5GtTjOAdPB659AygapLz95HuBHiONvbbZSE+7Q8XG/cuBN28Ajm5R3n50M/DEGGDvEv7zSFIkspbCczVG4UWp8jAaXRsOAatfUH89Dv5lc/HM17twzTPLcP7fv8HMuUvRLJkYHBQNAma/E1m9YhaysgqVW5V/G4lQBfSFB7OOyy7C9grl8UYvznhke5z4+8xxcCRyMGJzeIM9PX51/sj21bKSJOF3F4/CRWN6c7fNzXTh/hnDMHf2BN0Jhs0kRrUbWQlX36IXo2rc2ZjvdWPe9RORm6H8/iRqEoSu/ow4G0mMKtouDKjYmAaOerW41LRcvc/r/3DZd6JJIBAIBIJ0ggqJgVCYjVG1ubPxQE0LwgaTQJp8pLMxHRdixUGGxjWXGWEokdB9ih5/h+paUJ5GYiN1jSo6G2mMahKiHrVcq6kS1c1EqUacjcr9dHM7G8k1p01jVENhGe+uLecusC7K8TCLOuIhHmcjoL+gt0eecs6L29uoJTa6syLziMQgkY2O74XZGFW1GNrOiFGlx7VWwpNajCpFkiSM6KWc0918qB57OBGqkpSY+TBJkhh3I6+3sTrOGFWAE6UqRV7H6ZAwIEGxsACACdfzjTgqvBycjhA6tq9tDigcpqnGXqMvQeoJ+lhR0EgkYyxUQGmuikx6hjQmn8MBoKVaeRsVhzLzidAkG7cZb3oXmDsN+P5VNloOAJY+Cbx7J5ujrnh98qOgJnJRwmEgSCZ9jzVno9Zn21wZiSg9sJp/v2mxkRwXap8DvV1tor16d6T30AT1mxbi9x9txpKdVdh4sB7LdlXjqI8MKvqcwD6w23Dg3L8At34NFA0w9ZrtUGcjJWFiY2JWHR1rbDuiFK6mj+iOc0f1VNkaKCvOwqu3TMWoPvmq2xyL0IGdVvG2x+nAwxcfhzknlilulyQJIZVFIPeeORR3nj6YicqgBEJh7CCf2eQByt8os87Gu88YjJ7kwkUCMHtKf3zwo5Mxvl8hcxGWqMkutrMxhNYQERulttemvztp4KrLVnE2pqfYyDnm3fZ3lwoEAoFAkA7QSeYAx9loN7GxR14m3M6OcZs/GEalhjMnFiZGNR0j5uNAS5RIWYwqOb6ONPhw+4urcdKfFimuYSQAn2w4rHD52Ames3Hx9krcOn8Vlu6sUtx3pL4VstoifYuoiRhA6q4BtMTGHCKA+oNhJhK1PUY19totRMVG+y0YaPIFcf3zK3DPq2uZxRsAsLeqGZc89S0qeA5BC2gJzXoUZ3t0RXzqxOWKjbw0migZuW0GCaXhIUfqeB7qbNQTG4f25Fcw7atqNrz4xCpUWNPubFSPUaWM6KmcK998qAG7K5Xmj0T1NUZhxMYG9rOtJGlbxZzIXa15KgBogvIYinZ2nj2yB0oS5NQEABSUAqc/aGjTzeF+mBc6l7n9PSE2CmxL01Hl3+4s7V49HtkkKrC5CmipYZ+XihkNFWQb8sMhSay70Uhv4/4VwJs3agtiALD2JWDhw+r3UzcidSuqQR12QFo4TDShYqMewRbgvR/x3aNMDyO0xUYqThqNUVUTeH3aEYs8csB+pk0gx2vVDuXf038D3LkcmHyL+e9ULJ0lNurFSXRRdhBn44heefjnrAn44r5TcQ3p3pMk4ON7TsXovl1LaASA6iblxMnEsiK8f9fJOGWI8vehb4EXi39+Oq6bWsY8hyzLWL6rmrkdAFqDGgtDAOw62oj/eX8jJj7yOQKhjvNOhsuBId2V3z+tFX0t/hCzqu/OMwbj1VumKG7L87rxu0tGta9YZ1bWJyxGlXU2+qizUVJzNtpf6PKqTChkpWNUGO/CVTgbBQKBQCBICG4yJgpyOhtjhT074HRIjHvFaJRqs1859qWCx7GOmijhckgpS4+h4/KlO6vw8YbDoHqBDOA3727ErfNXMxP4diCTjL9X76nGrOeW49ONFaCzN498uBm3zl+NFn/i/h3p5mzsnqecJwlwYlTdhmJU7eVslGUZd7+yBt9sr9TcbsvhBsyZtyIhx0A8zsarJpbqLjzuSTpGuTGqkqQ+Nxade/Qo5yAVzkbJuNiYm+nCs9/s5t7350+34oZ/r2Rc7ImEHte1LQHVxQO+gHaMaiwjiFtz06F67KlUOhsHJlxsVH5mRxrYhTtVTQZiVPWcjTJxNsIHhwTcdMpAo7tqnFN+Ckx7EJElKnzWhgdhtv9BNIM9ZnmCa6oQYqNASbwRqgAnRrWadUtmFrBOwYZDyr95gpyV3sYvf8/+sKux9Cmg8Sj/PipW8UREHnQ7VybgSPOViGbFRgA4shHYt5S9nedspIJ1LFZjVNWia72F6q+lQg3YfW6kJ3t6zJdONv06XHTFxv7GnkdPTLTZ4NcuUGfj0B6RY2Fw91z8/tJRyI65WJNle/3gdybMKrIcD0b3zcfd04cobs/JdDEDxSi7KptUV3trDcLnLd6Nsx77Gs9/uwe1JCLVFwzj30v3KG6rb1V/LupqzPI4keFyMqts6cRBsmK86MW4LxiCL6R87uhK2nSMUVWLBMtOR2cj7xybBoKvQCAQCATpgIsITH5OjGqq4jW1oH1n+6tbVLZU0kjGvlldLUZV5bNMpXuV7pOeJ+mLzRV46L2Nydshi1Bn49FG7UX6n22qwI9e+S5hLiy7dTYC6mJjtsfJXK9EYlRpZ2Pk+6o4RkJkTtJmzsZvtldi4ZYj+hsiIji+tnJf3K9JP/tMg9/ngiw3k4rEgzobaSxwO2pzY9G5SmIWGBQzlc04G2W+eJXlcaJBY94BAL7aehR3vZy47xYlj/RwhsIymlREYyZG1YTYuPlQPXYTsbGsOMFiY552jGqzP4hWIpgWcZ2NyttcZJFSM4lR9Uo+/O6SUZjQ3/w8si6SBEz7OXDHUgTc7Jzz7f678QP/Q6gEfz7eE2cHaiKx3+hLkFqoszGnu/nn8JIYVX8DK2J6C4AMKjYeVv7N69hjnI068ZdVO4FdX2lvE0s4AKyZz7/PaHwnxWicZzpBPzujbHqP81wmnY2GY1SVP26qzsbCski8qQkWhcYxtzXLOpPIPUaZeg1V3F72OxaLUWejXqSiiFFlCIdl7DiiPN5iXXKSJHG7WLoiNEa1uC0fPy/TeE+AmqsRAJp8/EHxy8v34eEPNmnGFFU3KV9Tax+o2BgdjNKOltZAWLEq0E/Ex8TFqCqfpzUQBn0rnGqdjXpuZhug5mz0puOEGjdG9Rj4/RcIBAKBwAbwOhtj0yx429iB0iLibKw26GwkYmNOl4tR5f97Uyk2WnntV1fuN/yZdxZUbDTCF5uP4IvNFfobGkDL3ZaqblI1sbEw28N87r5QmDETuCVOjCrtbLTZ4u75y/aa2v7F5fvijtSl19S9Cry6PXj5XjfmXT+R6WPk0dNIjCqgPvcVnfckhoeHzumH6HoXvRjVkpwMzDiuJ+NOV+PLrUcNi75mcTkdyCVuYV6UajgsM7HkWr25g7vnKJIEGlqDWL1XmW7Y2TGqVWTRRG6mixsFW5it/Lz6FHgxqFvHvlIH4QNnlOLayQYNHlbpPgJOB3te/Do8RtHTSBljo0Q1+42+BKmFioJm+xqBiKhDJ9Sqdyr/9hZadDaWKv/Wi1Hdv1z7fh489x1gPUaVifNM7Ek2JThd1gqtqZgNmO9spOKkWowqdTaqve+SBEy8Sf31OMwPncXcxjgbYynoFxHYE4WWu9FwjKqOmOjSjhPoihyoaVGsjspwORhxkfYG2O1isrNgy7gjx1OeVzm41XIVLt9dpXofz9lY3xrAIx9uMrOb7Y9To7ZZeV9BW6Y/76I4dvUfMzhPorOR6WwUzsbUc3ANsPI59vZl/wTq7dOlIBAIBAJBukIn/ANBOWnJEomkb6G1hYnUfdLVnI2qYmMKBWWtDjM1ZBl4ZUX8jrBEYjXK0qw4pf766u+j2kLEZJOnJjZmedi+2CAboxpd/Kk4B1Gx0WbOxm93aMenUnYcaURFvbHOWTXoNXIwHMbbd5yIm08ZAJqO7HZKuHxCX7x310kY38+Yq4x1NqqIjXoxqmQO8uCRyva45Awo5z2mDu2N5+acgCevGYdXbp6CJT8/g6mY0SNR3y0e9Niua2bnQuhcBqDtOvW4HBjUTfketQSUv1l6IrJZ9GJUaUIWr68RYJ2Nja1B9In5naYxqmN7dMIigaAfDl8dc3O0L1KNpIugJrDf6EuQWhrJ6iQrMaoAKxZV7VL+nWnR2Wg2RpW624xAJ2jb94fGqBp8bibO0/4TvpqUrwbmnWs8mjYWnpvOY1JsZGJUVT4HKvKqxagCwPjrgL4T1e+PYV7wHGyRWUGvSdZwCvYYbei5DaMmNjo9xhcI6LmctIqyuyjbSYTqoG45cJJRsNUJhGONKupsbMvHp87GRl8QQTKYlWUZ5TXNWKzRF9HkZ8XGBasPGF4xGIsVZ6PH6YBELoBiew3YjoPEXCjzOhtbSWejI+psDFKx0f59gVkqq/TTqrNx8ePA3GnAnm/Y+1Y+Azw1Gdj1307fLYFAIBAIjiVoH6M/FGYmSO3pbCQxqgY7G+lCu+yu5my0YYyq1ddes69Wf6NOREvs02Lxjkq0BhLR26fV2WivGNWCLDfzuftD6R+jGg7Llq6jG30W5gRjoJ99ayCMgiwPfnn+SEZMevmmyXj0ijHobyKOs2eeQWejaowq39m4bV+HUYZ2NmZ4szB9RA9ccHxvTB1UjEAojJV7lC4/Pb7dUcnMkSQKtreRjU2mcxlOh6Tbjzmyl3r6XV6mC4VZiRXpujExqsrPlknayuF/xlRsrG0JYEN5h9DXRGJULWkMZkoAZSwAACAASURBVGnmL7rPktRF6+nDu2O0cDYKbEsiYlQBIIvEPFbtUP7tLWAdbY1EbOSJckyMqo7YaEUsVesLpPtj2NloMM4zHdi5CHj+PGDfEmuP73+i8m9/M1B/gN2ulV3F0Y7hzkYT77srA7jmdaD/SerbAHgheDYeCc7i3tek5Wzs2UliY34pwLHbc9EVG0WMKmVbhfJYG9qDjQBmnI0GJxCONejqvaizMcvjZATaaAdNayCEfy/Zg7Me+xon/e+XjGAZCy9G1WrciHZnI9/ZKEkS0zHRGhOdSie7Ehaj6qYxqiG0BJXvp1NWczamgdiosno5y+IkSKez6nngi99qb+OrB16ZCRz6vnP2SSAQCASCYxBejCrjbLSh2Gj1WoE6G7PTaSFWAnA5Hcw1BGCvzkajtAbjF+gSiVX3oCxrJ8QYRctZmSoHr5rYWJTtYc49/mCYEQ7dbUkzims3G8eoOhwScjPNv9f53vgWqNPPPla8psdW3yLz86g0RrWqyQ8f7/un19lI5iB3lXeYdDwgnyuZZ9PraeSh1aUYL/TY5i28pu+RkXMd7W2MZUBJNiS6UjtO2BhV5fwTjVFVczbmed2KReShsKwQKlvoPC81EyWDZv6i+2wVZ+P4fgV4fObYZO6Raew3+hKkFhqjmihnI41RzSwAMonq3kJWe/DEofy+yr95QlUsg07XdrTxGHER/3ajjjoK42xM0xjV+kPAa9cBQW3rtiqZBcBxl3b8vWMh8PhofqfmF78FXroCaOGs+mNiVBvYbQCOs1FncJJVBMx5H5j5CjBoeofYlpkPjL0Wd+f8FQ8Fr0dY5bSpGaOacLGxD/92oxGqgL7YKGJUGaizcUgP1pUrOhsjVDfyY1Qlib2QqW8JorLRh8ufXoLfvreR6cXkwYtR5fUNGEHL2VjbxHc2AtoXR8ma7KIOydZAGK3kOsTRHqNKz4H2FxvVYlTVHI+2wt+sLzRGCTQDXzyU1N0RCAQCgeBYht/ZaP8Y1VKSgnKwttWQg4V2Nqaqyy6V8NyN6RajCgDdVBw2qcJKZ2OUnASI3nQBZyy262zM8jDCC09sjNZaaHY22sjZCABnDDdnNDm+bz665cZ3LDMVIW2OukAozDgt1T4TLXIz3cwxeoQX/aojNlYFlXNjjkDHfIWXOBtpQpgVEdfpkJJWI1JAHIa8ORRf0HwljJbYmOi+RoCNUT3a4EM43NEhqpa0RXE6JBRoHFvNcgqcjbz6MfBjVGdOLMXLN09BbqZ9Fi8AQmwUUBLmbCRiY80e5d9eTowqhSfKUZGlpUbbYZiZD4yZqf06seT0BIZfwL/Paowq09mYps7GVc8BfhVhzwjTHuyY7N65CHj5StUVGwCA7Z8BL16m33mpdrI32tkYi8MJDD8PmL0A+FUF8Osq4Of7gEv+gYknnan5UM0Y1c5yNiZSbBQxqgzbibNxcHcDzsYu2NkoyzI7uMvuGKTRKNWqJh9ueGElNpTXG34N3ko/qxe7vmBYNQKIOhtj4z94sS+xzxlLspyNDa0BBElJuKPd2UgGoy77i41qK6vTYkJtw5varnzKzoVA9S797QQCgUAgEDAwvWlp4mwsyfEoxJ1QWFbvEYuhkYiNamkQxzK8uM1E9aJbwer4/vzjeyV4T+LDqtg4vl9BQpyHDoek+l6masGhmRjVADdGNXI95tGMUbWXOHDdVHN9b7OmxN8PR7/T/lAY4bDMCGBup2TpOA2HZeQRse93H2zCxoPkmk2js/H9dQfx5nqlCSJH6jhnu2WSxkSeKzvDhRP6G+uYjHLS4BLd2FKr0GObLzZSZ6P+ez+iF6ceq40yE9G3RinO9ijc7sGwrKjAqWI6G9WFcRqlGkszjVHtDGdjEz9GNZsTozq2tMByFHYysd/oS5BaaGej0f43ChUb6SoebyGQqSM28kQ5T1bksbHo9Tae/kugaKD2NgAgOYGLn1J3dFmNUaWiZDp2Nsoy8N18648/+V5g8q2R/x/0AW/fxh4TPMpXA4sfU95GOx7VYlTp7Wbfd0kCnB0Dk8vG92WEpFhUY1Qz8s2JgEZIhNjoFjGqRqlq9OHZb3Zh0yGlGDaU42yknY1HGnwJ6bJIJ5r9IUZsK8zuGNTmeZUD/k82Hsb3B0yINOA7G08arBKBbQC1eJNa0tlYoHA2UrGxE2JUyUC/tjmAEBnKSXLba6dhjKqqszEdJtR4Ln3dx4juRoFAIBAIrOB2KSPZfIEwgjGuhsg29pvukiSJuaY0koRCXT5dLUYV4IuN6Raj2i03A+eM6pmEvbGO1Ynq2SbFKc19UHkvU+ZsVOmXi8SoknNPMMwIhx3ORq0YVXt9hyf0L8IVE/rqbwhg8oAiXDpOJW3LBLzP3RcMMwJYvtdtOoZz6+EGnP341zhIFnN8tqkC5/99Ma5/fkXHtb6Ks3Fvkwv3vrYW9WEiIKLjnE07G3nPZfa7MjsBQq4aTGdjMys2tpLORrrgmUdxTgYTbRplQBKcjQ6HxLjENx7smK+ji9+LVGJUAdbtGUuzTOZNjeoA8WDC2WgkFSwV2G/0JUgtyYpRpWRyOhspauJQHvkBrNuv/TzZxcCcD4BeY9S3ycgDrnoRGKLhXrMao6rnzEsHWmrYTk0jlJ0CXPsmcOZDaA/C3vQeK2prsfp5IBjzQ8HEqKqJjYl937MzXHjhh5PQI4//A9qo5mzsOQpIcD45/CoXpLKJEmk9MVHEqKLFH8KDC9Zj6h8X4ZEPNyNEJjCeWrSdWWWc73Uzq+fKa7tWlCot487NcClEMups/GSD+XMLT2y88oRS5uLPKGp9IzVEbIwVTekEQ2fEqNLo1roW1tkoRS9k0zBGNdPt4J4us9JhQq3VuDO3HbUYcIFAIBAIBJrQGFVe6oUdnY2Atd5GOvbtimIjT9xLpdho9rVdDgl/vWKM5fjVZGFFNB3frwAXHK+yANoCaoKn/ZyNHuZz94fCjHDokngxqtTZaL/v8B8uG60rOJ40uBjPzDmBOQdbweV0wEW6WFsDIUZszDMZobq9ogFX/mupphDz1dajmDl3GRpaA6pzYx9sbUQwLDPGglhnYwao2Mgu6j9/dC9MGVhkaN+nDeuG6SYjbc1A30tjzkb9z/qTDYdVF3A/t3gXdhxJ3HVvIBTGvMW7mXmn6+atwA0vrMTqvdWGY1QBk85GNbNLIlHrbJQ4YuPRmP1pqoyYdeZfCjx7FvDyVUDIzzymM7Dn6EuQGoJ+oJV05FmOUdU5kRqJUVUTh2hvY52OsxEA8vsAN38JlE5mn+ucPwE/Xh+Jz9TcHxqj2sWcjVa46kVgyFnK2zYuMPccTUeBPd90/M3EqKqc7JmJ9vjf98Hdc/DeXSdjaA82PlPV2ZjICNVwCPjkQeC1a/j3f/n7iGs0yMmhpzhd2gPcLh6j2uIPYfZzy/HKin2MSy3Km9+V45pnljGCo5neRlmWsaG8Dp9uPIwvNlVgX1X6x64yq8jIwI6KjXst/Jub/OxAtltuBu48fbChx5NrGtXeRhqjqulsjBEYGbExSc7GupYA2yMbDkZiemQy6ZYGYqMkScjiTDYkq7MioXgLOucxAoFAIBAIWLGRsxDN6iK0ZEN7zp7/dje+2npE0TdFoWPftBgbJZgMnrMxpZ2Nxl+7IMuNZ+acgFOHWlzMn0QcDolZ0KjF2NICPDdnYkLEpiiqYmOK4gHVOxvd8DhJ9Cens9HNczaGaGejvWJUgch59S9XjMEbt03FhWN6t6fLeJwOnDa0G5657gTMv2Eycz0fD8wC3iArNprpa5RlGfe9vo4rolG2HG7Ao59uVXU2rjoc+czoXF+sw4wVG9nncjkdmHvdCbqC42lDu+Gpa8bDQScrEoihzkbqbNRZIDF/2V7c9uJqtKgkeq0vr8el/1iC9SbTrHi0BkK4+T+r8PAHm7jzdIu2HMGV/1qGnURoLtHoyi1UcT1KEtBCxMawzTobdxxpjMzXf/Un4G8jgC8eitSWHVgBbPuETbvqJOy3lEKQOugB7fKybj6jGHE26q0IUBOH8oldXy9GNYrDCQTJl/OCx1kxzOj+WHY2pqHY6C2I9F+a6aPyFvIF5QYLDslYJyTjMFVzNpLPJ0Hve4+8TIXgECUkqZxOe4xKyOsCAD5+AFj5jPY2616JHOeXP6/vqHRlqr9/XVxs/OPHm7Fqb43udt8fqMPD72/Eny/vcE6XFmYpIhx4vY3hsIw3Vu/HvMV7sLVCucrr5MEluH3aoLhiQVNJdZNS7KaRFTRG1QqtgTCCoTDTZXDP9CFoaA3iucW7VR9bmOVGSW6GooOz3mCMaqFCbDThbEyQ2MhzNubIVGwM8RfD6PW02oSsDBfjTlDrcrQVQ2YA698wvr3kAAadkbz9EQgEAoHgGIaKTFSM8zgdpmP3kk0oLOPPn27BW6uV8xebDzXg+udXYkBJNh69YgwmkH6vUFhmYu26orORJ4jZzdmYk+FSLEQ9rnceZk3pj4vH9k5Iv2Gy8LqdimNsTN98rCPCwHG983Dd1P64dFzfhL/vap9tsnrr9FAXG1lnYyDExqg6o2Jj7L+LOhttFqMay8SyIkwsiwhj/mAYbqeUtPNpptupuPZrDYSZhcBmxMbv9tVgfbnxecs3Vx/Ar0Z7wHuFaHoZTTHL1hQb+dfceZluvHTTFHy84RDmL92LFXuqIcuRKbsTBxVj9pT+OHtkz6QKjYDRzkYqNqp/D9fur8Vv3t2g+7oNrUHc/J9V+PKn0+K6tv/Nuxvw1Va+GBclFJaZdDGtGNVClRjVET3z4K9Ufp6BlkbqdUw8ap2NYE0l5bUtCH70AFwr/5XsvTKFfc9ugs6H6Wvsbj3+UU9s9BYAPp3IMTVxKI+IjXUHjO9XzV7l3wUmsrAZR51BsZFx2KVhjKrDCRw/E1hh4gQ25hrAwflRsjLhHbs6iMbvqsWoJul9l2UZm2O6+xwI4w7nu7jF9QH/Ads+AUZerN9Rqsf+lfpCY5SNbwOjrwCGn6+9nZbYqLK6qytQ1xzA66t04pljeHtNOe6fMbx9lbJeNFIoLOMnr6/FO2sPcp9v8Y5KLN5Rid9cMBI3nDzA5N6nnqpGEllBxcYErYRsDoSQRy5AJUnCry8YCacDmPu1UnDslpuBqyf1w+wp/fGTN9YpxUaDzsbYgahWZ6OV6BEj8JyNXhKjinAQCJCFNS5v4uOckwTtZ3Q5JNvGoCkYeRHwaTfVlYgMw85jkxoEAoFAIBAYgroWm30hzftTTTgs46dvrMPba9QXSu+ubMI1zyzDf26YhMkDO+ZTeIke3hQ5vlJJJsddk0h3nVl441OaePP6rVPTQhj2up2oiRFNasm10QPnDMft0wYl7fV5zsZUuncz3U54XA5mAWlhtgcecm7xB9kY1aizUXGM0M5GGzobeSRb0OddU8fjbHxnDX+ORY0mfwjljTLKOPc1IjKv08zEqMZ2NpKYSo15NKdDwgXH98YFx/dGayCEJl8Q2Rkuy72pVjAmNpK5DA3n87Pf7DIchHe4vhXvrzuIKyeWGnsAYV9VM95YbWL+PwatGFWemQQAju+bD0djDmL15EBrJ4iNKjGqWZwY1ZOl720nNAIiRlUQC50gsxqhChgQGwsjTjkt1MQhOjln1NnYWsfGxBb0M/ZYgBUbjcaoJslh1+lMusV4rrzDDUy8kX9f3wnmX7tPzGOMir5J6so8WNfankUuIYzH3U/hp+43kCep2NO3fAC8cL45VygPo0Jj+/bP6m+jJfx2YWfjB+sPMquHtQiEZLy7tuM8pBej+uhnW1WFxlge/mATPttowQmcYmh2fnG2cjhGewL6FFiL9+TFZUXxB5Uj3qsmlmL5g9Nx31lD0S03g+nV5HU2hsIyc7siRpVMeMTGjdBIj8SJjcrnqW1mOxshc5yNaRChGoWu+s7yOG3nTODiygDO/bOxbTMLgLMeTu7+CAQCgUBwDMN2NhJnYwodbzwWrCnXFBqj+IJh3PnyGsUiNiqkZnmcSXe/2BHehHcqP2dJkjTH+H0KvGkhNAKs4ENrLsaU6szdxfv6HCE5lU7Q8toWpksQiCxKZjobg6yz0YXI+UgR/Ruyf2djKqDfa18wjLpm62LjoTpWkNGjIcj/Hjcg6mxUzptZcTZSMt1OFOdkdKrQCFh1NvL3sa45gE82mJuvenXlPlPbx/Lyin2WG76KVARFfzDMTSIDgCE9cuDJUppGQq2d0Nmosng5mxOjer3z02TvjSXsNQITpJbGI8q/s5MoNmbmsw41imFno0Gxkboac3oCbhMuO6sxqknoDkwJJYOBC58wsKEEXPR/QLHKyrcJPzT3uoPPBArLOv5mYlQ5RcOyzHZlJkjk3RwTj3mz80Nc5Fyq/6DD3wPv32P9RWUZ2KzinFRj5yLAp1PCrOVe7MJi455K8znse6o6HkOdjQdiBi81TX7NiE/K3z7fBtnqiCpF6Hc2Ki+s+hdb+242+fidAACw6ZDSOT+prEgxKUMFz/oWVrisawkoBrNOh6TYdyZGNdgZMarKgX5LIMTvbKTZ/Gn0u0OdCLx+Htsy6jLgoie1Vyrn9ACue0f9N1IgEAgEAoEubjK2oovQUul4o8iyjHkmxv+VjT58+P2h9r+ZvsY0EbASDU+QStSCPqtojfGH9rBYSZQC9ASPoT105u7ihCckZ2d0/jWALMt44ovtOOV/F6HZz15rnvf3b/DVNqUQ4A+xnY0uXmcjdTY608PZmGzo9zpeZ6PHZX4hhuzkz4vJbbVQTSAxqjEOMw/I52rzhLACr3JuxlhnI/88t7e6CUGNrmEeO49a7zxct79WfyMOBVlubiTzrqONOOfxr/HqSn6q2d8+3wa/Q6kZyNTUkgxUYlSjnY3ROak8NOJ0x9rk748F7DMCE6SeJiI25sRRXu3VKL715ER+WHl9frGoOhs5MapGJuNridhYaCJCFYjD2Zgch11KGDcLuHI+K/hGyesLXPUiMPZq9ecoHgSM0bg/FocLOPVnytt4Mar08w/6AJk40xIUo7rlcETEcCGIG10fG3/gxneAmj3WXjTQwoqnRmiu1r5fy+1k80GS3ZDQMajVcja+9d0BRojSYsvhBqyxOKhKFboxquRiIcvjxPmje5l+HTVnoyzLikUBADCyt/L3hka58pyNNaSvscDrVjjsaNeAZmejMzEXy7yBfpARG0NAkIqN9u9rPFDTjHteXcMUxx9t8OGmf69sP/fanvGzgbtWAif+CMiOGUeVDANm/BG4cwXQe1zq9k8gEAgEgmMAN3Ed0b5nOzkbtx9pZBbC6bFgTUdUHB3zpjJeMpVwe/1SLCqrOX6A5At0iUSrQ60wy81czyUantiZCmfjo59txWNfbIOWfrJqT43ib39QZoRDFyLXgppio3A2AuAs4I1TbBzVx7wLtzifPzd93vghAIBGGqOKmBhVGI9RtQM8Z2OYHPDJqoQBENdCerpfRuGdvw7WtmDm3GXYpWE0aPKFsK5C+flKRnUAqwR9gI+fihcVuU8fHjGGdZdq4ZDsaUwQZzdBB9TZmNPD+nO5PBExkdfLmFnQ9l8dsVHNiZbbG4AEoO1LFWiKxKN6C/nbR4mnrxFgRcJga2RS16Ez2KciURo5TLiMvCjSNbXt44h7rrUu4lQdfCYwZIaxousLHo8cbzsXqm/jcAGXPA30m6y8nX4OcihyQo6dTKc/AA5X5JhMAJsPRdyC0xzr0EMyIwLJwJqXgDN+af5FXZmA5GAFVD30hG3hbOQyqJv5VagDu3W81zQWtKrJ357Hb0U4XLOvFuP76ZzfbER1k7K4mpZxs0JfEPNvHA+nQ8J769TjZQu8bkV/iJrYeKCmBQ0x93mcDuYzzfOSGFXOir5aKjaS4nA6uRAbvUujR5LlbATAxqhynY32jlHdergB1z67DJVEqI7yxeYjWLKzCs/NmYipg3SSE+xA0QDg7Eci/wu0RsYJYvWyQCAQCAQJg4lRJePCVItQsRyoMT85WR6zWJGmeaQyXjKV8MbBqRaVtSbhh6ST2KjhbBzSPTfplQbczsZOdjZuKK/DU1/uNP04rrNRipyPFMeniFHlwrumpmIjXaysxeUT+uKxz7chEDImwgzqlo3eJRyB0uXFj84egf/urMHRCuW8diTOUgYgIUOyFqOaKnIzXZCkDr+GLEfmPYpyOuYGjcao9i3MgkOCpjhPGVBi3QTSPdfae0trfQDgDx9txpEGH2drJU2y8rHOUJLFxma+qxEAshDZ3+kjeuDdtQfZeSAbYZ8RmCD1MDGqcTgbASBLxd3obRMb3VmApPblkNRP0i4PK4QaiVKN19no4kzWGolSZZyNaS42AhFBccSFwAWPAZfPi/x3+PnGhEYgIgxe81rE5VE4QHmf5ACGnQ/c8Clw/BXsY10ZbESdn+Rm088lQa5GANjc5q4ZJJkrngYAVG6z9qIOB9DvRHOPKRmqH2csOhu5nH98L2SZWDHscTlwydgOt292hotZPVVeG5kwoJEURrC6gitV0M5GKjbm0r7ElgAyXE48MXMsXrxpEvN8FxzfC2/cNhXDeiov2OkK9ih05fjg7jnMRARP8KTUNCkvHOi/g1dmH4V2NiZqIoQ3oRHiORsDJM/fxotcmnxB3PDCSlWhMUqzP4Rb5q/CoTqVfly74s4UQqNAIBAIBAmGxqjSXsNUi1CxOB3m98UZ49xsJjGqOV00RpU3Dk7156wlNqZXjKqWaJr8f0cm533sbFF9/tK9+htx8AdDzFjf3R6jGnO9KGJUudBjzxeMz9nYPTcT1042Ptd79/QhkHjzYhm5yMt04+Wbp2BYP2UKk1sKtXc1ZjnSJ0a1riWAJxZub/ftRDn78a/x+Bfb2tOeGLFR5fxQlO3BmSPMmZQuP6HU1PaxXDimt6XHFZNan4r6VsNdk02kr9MdMt8JagqVvkYg4mwsyHJjQv+IEeGA3A01sj1/Z+wzAhOkHnpQ58TR2QioCx1RB6IkqbsbPdmR+9WgUar1BsTGeJ2NDgc7YWvEQs10NqZxjGoicbqBqXcAP/oOuGlRJH71mteBezcCV78M9D1B/bHUsUe7CanYmCCBt8Ufau/zk+gvtCHisLhPvMHk9jdpf4cAbbHRxoOkZJOb6ca1k/sZ3v6qE0pRSIQo2tsYLZ3unmf+fbW6gitV0M5GupKMrkxsaBP6JEnCwBLlYCnL48ST14zHxLIiZmJFzdm4SSdClbcPPGcjE6OaRcVGGvnSMShnY1QTJDZyBvqs2Bhkf3dsvMJywZrydjFej4bWIP5jcSJAIBAIBALBsQN1NjZSZ6ONxMZhPXJ1L8soI3p1jF/pvy0rBV12doDrbExQVYFVtI6zwd3tOQnMQ6uzcUgn/Du4zsZOjAuWZRkfrT+kvyEHf5B1NjoNxagKsRHgL+CNR2wEgF+cNwJnjtCfz77vrKG4eGwfVPnYE7TfFZlzLMnJwCu3n4aQpPyMi9wBPHLJKAwvIYv0bXrdfaCmGZc89S2eWLidmZWsbPTj8S+245KnvkV5bQt8AeMxqjedMtDwPhRne3DpOJVKLgOcfVwP9Mwz//5SsXHRliOGuyZboJzLypBbgbB5A4FhmipV78pCK8qKs9E7PxNZHieCcOH10GnJ25c4sM8ITJB6GGdjksTGzBiLOu3fi6LnwqCdgXUH+NvFEq+zEWD3y5CzMTnC1zGDwwH0nRBxSg6dAeQZWK1Cjxv6HicpunZbRUN7RMBe2ULMMHVxmmHERUCfCca2LR4CjL1WfztNZ2PXHvz+dMYwnDKkRHe7SQOK8MvzRzC391XpbbzgeHPdhJluB84yuVos1TDOxhztzsZYoU/LFZlFxUa/ithInI0je3HERuqu5HQ21jYrbyskMarMhVFQo7MxUTGqnAiTkExjVEOcGFX7/u68snyfqe1fW7kfIZNF9AKBQCAQCI4tPE7l5DB1/1ExMpX0zM/E9OHm5laumdSx8LGZpHlkd9EY1Yw0ilEtLfKmVdytZoxqJ8TB8pyV3k58/3zBsKKGwwyBkMwIh25Enkvx72JiVLvmogEKKzaGmYXAZsVGj8uBp2dNwK/OH8FU3ABA/+IsPD1rAuacWIbbX1yNPy9kF7NuqQGuf34Fjjb4IEkSwsQ0Mr6HG7Om9IczRKI4bbhov8UfwvXPr8RujX5CANh1tAk/fH4FkyCl1U07aUARfn7ucN198LqdeHr2hLic+W6nA49dNdb0Qu4isvi9qlE/PjVKMzhzpsnsbdSIUc1GK8qKsyBJUntN0AvBc1Av22+uxz4jMEHqaaxQ/p00Z2NBx//PUCnv1RPk8vsq/9ZzNsoyUEsmNM06GwHWUWdEbBTOxsTjIavrmBjV5ETXbo4RMRaFx6HarGV93CzrL+50A1e/BvQ8Xnu7okHArLeADAP7ptnZaL9BUmeS4XLi2Tkn4JZTB4K3ENnrduL6E8vwnxsmcVdiqjkbpw4sxjATF2yXjO2D/Kz0EX5bAyFmQoRGylKhr8EXbBePWFdkx2NzyCruznY2FlJno4s6Gzv+3WzPQfKcjdzOxiAVG+25wjIcltujqY1S3eTH4fokx5cIBAKBQCCwNayzkcSo2khsBIDbThsEh0F347h+BYqOajrm7ewuO7vAE6RSLzbyP4uh3dOnrxEAvBouwq7gbHQ7Habdx1H8wTBTJ+TixqiS680uvrg7SqJjVKO4nA7cdMpAfP2z0zF5gLLi6/bTBuHEwcWYOXcZPt5wGH6ZFcAaZS++2noUVzy9BFWNPvidyjnFbhltcwVBKjba77p7wZoD2HGkUX9DANsqGhXznoD+XMZtpw3Co1eMQQ+VFK/j++bj9VunYmKZStWaCaYOKsYLP5yIkhz1+UoX+bEtIYvfzSxkCMMBn6w8/mQjOoBVNGJUsyQfyto6L6PO+UMoxi2B+5jjM9XYawQmSB1BP9Baq7wtWWJjZozYqBajqifIMc5GHbGx6ahSqIAqRwAAIABJREFU9JOc7HMYgYqNRlY0HIudjamGEX3JD2eSBN4thzviWn3w4CV5hvEHD5kBlAyJbwdyukW6LM9+hHVJ5vUBTv8lcMuXxl27bk4PaRQbrsjqbDJcTtw/YxgcZLDy4LnDsfyX0/HQRcepRs6UFvKdjZIk4a9XjjHUCTmwJBsPnKO/SsxOULEwy+Nk3qNsj4uZbGlsi1KtblIO1mOdjXQVN51UAiI9BDSSc0RPnrPRQGcjcTayMarKf5dPI0Y1UWIj19lIh3Jy+jgbQ7LcXk5vhmAoidElAoFAIBAIbA8VGxlno41iVAHghLIi/P7S0bqCxoCSbPxr1gRIMRs2kTFvOjnmEglP2Eu12Kj2+p3hBkwkas7GfK8b3XKTPy/Au6amqTbJxOmQMLa0QH9DDr4QG6MaFRsVx0dIxKjyoN/rRl+IcdYVxLH42umQMLCbUjCvaQ7gDx9ubhfVfGCfvwGR6+c9Vc34xdvr4Xcor6eL3FGxkSyCteE82ovLzCUJMWKjRqdrlMsn9MXiB87A07PG4/oTy3DVCaW47bRBeOfOk/DunSdhdF8Vo5EFThxcgsUPnI6/XTkGpw7txixmpxGptNZnkknRs5lEqTY2mVssbQqNGNXsthhVQBnTvSw8Eo+V/RMYdGby9sskXXOUImCh6rnLy7rHzJKl8gWOdjYCQIaa2KghggBALoki3P01sPNLYOA0fk8d7WvM78usPjKE2RhVWeYIX/ac9E0rqGvPR52NyYmupfGMy/vcgNEHdmCac532A4sGARc/lZB9gCcLOPFHwJQ7gaodkUUCGbmR6FSzx7TaQEhyiFiPNvZXNysiG3MyXBG3o85MAeNsrOk4D4zqk49Xbp6CO176TrWrbkL/Qvxz1nimC1KNrYcb8MqKfdhQXodAWEavvExcMq43zhzRA65OXNld3agegxrF4ZCQm+lWrFisbw0gP8uN6iYSXaoRo9rMcTbSgXGfAi/XGZrnJTGqHGdjLeNs1IlRjXE2+kPJiVG13Nmo95uaItxOB7rnZuBIg/EoE5dD6pRJD4FAIBAIBPaFiok0WcNuzkYAuHpSP/Qu8OJvn2/Duv21nPtL8bMZw5nxPxVS44mhS2d4zsaMFH/OagsKh/ZIn75GgB9RC0RcjXrXvQl5fc772JnORgC4dnJ/rNnHfi/1iHQ2Kq8TO5yNGp2NVuYjj0Ho9e3RBqV453ZKmjG/RqBi5eG6VixY02FY4YmNjei4fv5sUwV+XZSJmJlsFDnTw9nY6AsycyR60EXXWjGqsbidDpwzqhfOGWWuOsgKmW4nLhvfF5eN74u31xzAva+pz8nSOanRffMxpm8+1h2oM/RaTchEITrmnGtra5Hb09p+67+YhrOxLUYVQHuMapRFVUW499IH4Nn5RceNOT3UNZckY78RmCA1NJG+xpxufNHODIZiVFVWfGmJQxvfAT5+QHlbw0Fg/iXAU5MiwiMlEX2NgPkY1UALQOt36XMIzKMXo0on2uN8zw/VteDJRduxZl+N4vYTBnXHzYGf4LnguWiVeautpEgX5Y2fRb5TicThALoNBUonAd1HWBusqg2EuniEaiw0135ASbahC65S0tm462gTdh7tOE7HlBZg4X2nMREPQKRD4M3bpqJ7rv5AtaE1gFvnr8KMx7/GC0v2YNXeGqzbX4tPNh7GbS9+h9P+8hW+I8dtMqkizkQaoRqFin1R4ZE6GzVjVDmdjUYiVAHW2egLhhViIcDGqLLORhKj2tbZGArLTKdgwsRGrrORE6NKnY02u+iJxWxJ/DmjenbZFf0CgUAgEAgi0M5G5n5X8gUSK5w2tBvebXN60MuAn549jLvQkI55s7pqjGoaORuHHiPOxiGdJJqm2tkIABeO6WWq7iRKIMSJUZUMxKg6xPUMwH6vK+qV8wH5XnfcgncBiWHdcLBOkUTk5zkb5Q6xUZaBSr/y3JzvattPmzsbW/xsGpRZEpXSlCxOGlSieT+NUQWA+2cMNxxt7peUcym1teYXJRhGo7PRJYVRVhD5vtDF8lsPN+DeeZ8rH1BYFr+uYxF7HzGCzqORiI3ZcUaoAsmJUV31PPDGHKBZRe2v3AbMvxTY8pHy9po9yr+t9DUC5mNU6f0Ot8hmTwSM2EhEXxpdazFGta45gLtfWYOT/rQIj362LVL+HcPa/bUIwIXfBWdjsu8p/MN7KzDhemDcbOCMXwH3rAOuehHI1v7xSxlqAoTLmJuuK8ATG/Vo9AXx8grlAoeWQAjT//pfzJy7FEt3RgYQNS1+JuIBAI4adHm1+EOYM28FPt1YobpNeW0LrnlmWacJjtVN+s5GgBdjGhUb6eM7ButUYIqNlAqFZfx321EsWHNAsc3IXvzfmEy3k5kcaCBRqrVkRR91NtIVwK1tMao0QhVI3Op6p0OCm0yuBXlDOeYcaF9H/awp/Zl/kxY/PKkseTsjEAgEAoEgLaAxqhQ7OhtjGVNagF75yuSJg7X8Tmoao0qrBboKPEEq1WIjbxJekljXid3xqsQkDumk7slUdzYCEWHw+R9OxECd6326mJbnbHRzY1Sp2CjmBQH2s6+oV54H8yz0NVKos5EucKadfIDS2QgA9WHl3Fm+ozUSjSsTMc9mC/fzvW7uAnct6NZGYlRTSfe8TE03eTGn3/HkISV49Ioxuu/NLacOZOZSGhqMOSItoeFsBIB8px+//3ATfvbW98x92UEy55edYMOLCex9xAg6Dyo25vSI/zkNORtVxEaes7FiI/DhffqvGw4Cb90ENBzuuC1RzkazMarUcSf6GhMDE6PaoPw7EH+Mal1zAFfNXYr31h0ERw8CAHy1teOHoA45eBnnABc+AVz8JHDq/daPs85C1dkoxMYou0yKjbXNflz59FI8980e7v3LdlXj2meX4c3VB7C/mh+h2uwP4WijvuD4z6924DsDUS+tgTB+/Opaxm2XDKhYyBvYARyxsSUi9FWRGFals5GKjZHHvLFqP6Y9+iXmzFuBDeUk6nh3NbNPqvvQqrwApM5GutKcrsKMOiOp2OiQkNAoW+puZJyNAOAn50S3fZ2NpUVZ+N3Fowxte/f0IZjQP/5ieYFAIBAIBOmNntiod78d6JWvHJ8drONfGzSR6oDsLhqjyhP2Ui0q81JH+hVlwdvJQlm8qO1v5zkb2c8xFUkmvQu8ePvOk3DX6YMZN1S+140bTx6Af1w7XnF7RGxkOxtdDgnOWCEjTEUpITYC7GfPczbGS75X+Vn6yPU6N0ZVVoqNjVCer3MdPiDEmbOxmbPR43Jg+ghzZqJicuwbjVFNJScP5gtrDol1tka5bHxfvHPnSbh4bG9m8fMpQ0rw/PUT8YvzRiBMdIDGpIqN6p2NADD/60145pvd3PtKoNyvKslaD20i6JqjFAELL0Y1XlSdjTFJ16rORo44tPxpQGYdI1wCTcDqF4BpP4/8TTsbC8qMPQ+FilZqYmPQF3n9paSnz9cALHwYmHKHfd1u6YBejGoCXD2/encDthxu0N8wBl7vm61RGwjZbDWWVVoDISzZWYkj9T5kup0YW1qAMgPOxFh2H1V+xwd2U3+8LMu46+U1TLcnJSwDD7z1PW4/baDqNnurmjVjVH3BEF5abrzoe191M77ccgRnjuxYSBIIhfHZxgos+O4A9tc0wyFJGNYzFzMn9sOUgUWW4koqNcTCWGiMakOb0Kcl8NGJlUZfEH/7bCv+vmiH6v4s21WFH/xzCV67dQrzfuZ5XaiMEXVjv7+yLDNdBXRFJBOj2iY2+kKkMyjBK64z3Q7EatFMZyPALsCwsbMRAGZO6gevx4nfvreRcZQCQJbHifvOGoobTx6Qgr0TCAQCgUBgN3SdjTaPfQOAXgVeYG+HE+GQSpc77aPsbMeXXbCTs1GWZSzbVY2lu9jIu9wMF/zBcFocg1F4EbVA5zgbZVlm0oSASJWNLMud0hkZS77XjZ/OGIa7pw/B+vI61LcEkJPpwug++ch0O7G3SrmvkRhV5XWiEyFWHGdiVLvm95hCv9e0liURYiNNKIpFQhijHKx401c6CgfCCLdda/scXiDmVJyDJmDDAvJkjkiqXvGguPc5kcyZWqaZhkUpyclQzOvYPUYVAMb3L8C8b9nbHZKEd9aW4+KxfZTifxuj+uTjiZnj8PBFo7C7qgmhcBh9C7PQIy9m7siTDcRMMbc0mZsnNgWJUQ3JEpxSh2ng9W+3AODX0JRIynnIxQcl9B+W8D00hBAbBREaiVU3ITGqKmKaIWcjmdAP+oD1b5p7/TUvdYiNCetsJCIXL0a1pRZ4+Upg/3L2PjkMfPNXYN2rwKwFQPfh1vajq6Mbo0qdjeYEpoO1Lfjw+4Omd6vBF0Q4LMNhMqYgWeyubMInGw6jstEHr9uJCf0LcerQbh0/ssdojGqjL4j/W7gdr67c394FGOXkwSW458whmFhmzB1lJkZ1zf5aLN6hvRIpSigs48P1h1Tv31PZpLmPS3ZUoUrFsafGu+sOtouN6w/U4faXVuNAjXJSY8vhBry79iDG9SvA07MmKAdZBqCRJMZjVNucjRoxrHRi5VBdq6bQGGV3ZRPuenkNXrtliuJiVW0fgEjsLXUoFnhpZ6OxGNVEr7hmnY1GxEYvu43NuHhsH8w4rifeX3cQi7YcQW1z5ML+5MEluHR8H+bzEggEAoFA0HXR62RMB2dj7wLqbOTHqDb6aGdj15zG47nfUiHoBUNh/OLt9Xh91QHu/RsO1uPyp5fguTkT0S3X3ot4ZVnGW9+V4/EvtjH3OSVg/YFa9MzvmbTX31vVhDte+g4bD7KLdf/n/U34ZMNh/N814zQX4SYLj8uBCf0LmdvpuYXnbHQjxFRuiBhVPvR7LZMwpkSIjQVZyuv4cDiykDinpRxz3Y9hpGMv85hZroWY6tiEWwP34oCrH3wO5eLdAVvnARvJvKMcBv5vPDDmGuCCx2yTLjR1UDGunlSKV1bs1932msn9sLFc6ZCzu7NxT2UT/vTxFu59wbCM+15fh3fWHsTTs8arOqbzs9wYm8V3AjrIfLKvSdtcYJmgD/Apn/sQitEXHXOM7pB6lVuJpPzcVlW6UCrLcKSgt9H+IzBB59BIVjnkJEBs9BaATXsG4I35wVYTG6kLo+Gwfj8ipW5f5Ac9HALqyEDQamejXoxqOAy8fh1faIylvhx48TKgudrafnR1mBhV4mykMaomXT1vrylXjU7VQpYjgmOq2VvVhDnzVuD0R7/C/36yBc8t3o0nv9yBH76wEqf++Uu8s6Y8sqHa4CeNY1Rrmvy44uml+NfXuxihEQAW76jEzLnL8O7act3navIFcZh0Bmg5I1824TQEgN2V6ue0vVXa5zu6X0aoaJvA2HSwHlc/s4wRGmNZs68WV/5rKaoMxLnGYriz0UtjVPmdjcUazkba56DFit3VWLNfGTmrtg8AGFdjToaLmcygYqMv2OZsJGIjc6EZJ+zKQglBmdxGz4ku+4uNQOQ9veKEUvxz1gS8cssUPHPdCZhzYpkQGgUCgUAgECjQExPTwYnRm+lsVHM2Kq8vczLsPfGbDLZVNGDu17uY25/+aic2lCcx0o7Db97bqCo0Rvn+QB3mzFuBFuJKtRPhsIyfv7UeP31jHfe6MCQDN89fjb8v3J6U199f3YzLn17KFRqjLN9djSufNn9NmkzoNaGP42x0IchxNooYVR56QlZixEblc9S2+HHPxCy84XmYKzRGGeQ4hNc9D+PuMRLqQsqFA66gRqXWupeBV69mBeYUIUkSHrlkNK4/sUxzux+eVIbfXTyKM59h39/TupYArpu3QnNuCwC+3nYUP351LWSqZhvAlamcfw60NqpsGR/LN25V/N0sZ6BSVmomWZL6HFgxlOfSSjkPwU6oUuJh3yNG0DnIMrB3CbBvmfL2jDjjEsJhYMuH/GiAze9FFHtAPUaVxpVKVg9VKSLshWMG6C6vdTGV7hcVQHctAnb/19hz1ZcDK+Za24+uDuNsJC4eGqNq0tlIozHMkOoo1e0VDbj0H0vw3238YuHy2hb8+LW1+OdXO4+5zkZZlnHny99hs06MaSgs4yevr8O6/dp9h3vIcVCSk6EpeiTyQne3zjFoxS3ndkmQZRk/fWMds0Kax96qZtUVYmpQZyLN+4+Sm6kUDutbAwiGwkyEZlFOrNhIxT2DsdptvLpCKQbncfYhSg35d9ALFIAXo9pJzkaOeMn0NtJo6TRwNgoEAoFAIBAYxeVI/87G3gXGxMYmn1KkSEWXXSp5e80BnPfEN/hsExsD+NW2o7jwycX4z9I9nbIvG8rrDC8w3XSoHi8tVxcyUs2TX+7Aa6v0nU5/+3wbFnynLa5a4ecLvsfRBn0RcU9VM373waaEv75VqNjoD4YhS8prMbdkJEa1a32P1eA5lmNJTGej8jlaA2HMrvkHekn65o8iqRG31f8d1UGTc2Q7F9lqvtfpkPDQRcfh83tPxVmkw7Ekx4Mv7jsVv73wODgdEis22njxzn+W7MG+amPGpM82VWDFbvOGH7eXiI0t1ueL1WjyBfH4O0sUt1XJeWiWlXO22VAXG6mzsVLOB1KjNQqxsUtzcC3w9CnA8+cCDSQy8v0fR+I+Laj+8DcDr14DvD5bKfK1P/c9wHNnA41HNJyNRBzK7am+rRpFgwCni9PX2A+waiOm+0WdjSvnmXu+1S8AodQ74dIOKh7Sz4GKwCadjRLPkWuQWMGiswmEwrj5P6sYdxiP//1kC7ZUqmxns1Jro6zeW4MlO9neDB7BsBwRXDXYZaKvMfqciUJP8B7dN9/0c47uU4CVe2p0OyVjeXfdQUPHUxTW2cg/lpgI05YgaolQ73ZKyI1xM1Jno1m2H1EKcKyzseNcTEXPwiz24oJ2m0Q7G6nYmOjBOe/5gnQ4l4YxqgKBQCAQCARG0YtRTYe+vF75yknEQyoxqk3E2ZjdhcTGr7YewU9eX6d5nSXLwG/e3Yj315mvQTHLi8vMiYcvLtuLcIqcJVo0+oJcp6gaj3+xPaH/ju0VDfh2h7HrdgD4cP0hHGkwn+yTDHgLSUOS8jvpBKezk4lR7TrfYy3U+kKjJEJszHQ7FaJmb1TCuf1jw4937PsWnqCFnr4VcyNGHBsxpEcubps2WHFbYZYHg2P6WX0B5QIXu8aohsIyXl5hLl1svslzOABkZivNWGE6/5wA3llbDrdPKYRWIRdNUI4TsqC+QKOYdDZWIc+y9BEv9h+BCZLDgVXA8+cBFev59wdbgIUPAx/db05wlGVgwc3ANp0T96G1wEuXq4sa1EHodANjrja+HwAw/rrIfxPV1wjoi1z7lCsRdGk4xO6fQB/qvKWRgUxnozmxcXD3HP2NVOBFd3YWn22swB6d+M1YPtqi4uxLU2ej2RjTzzdX4IhGFCftaxyoEaEKsBMG8bC3slkz4mFoj1ycwOmQUEOSgKsnleIDk12k/mAYn286bHj76kb1GNRYGKGvNcAIlYVZHkXHYryruOn1MdvZGBujasTZqBx0B8MygqEw/CHibOwEsZHpbRRio0AgEAgEgmMYPediOjgb+xBnY0V9K4IhdmK6mTgbadrHsYosy/jjR1sM15v84aPN3PcvkXy1lZ8epMaeqmbsNei66UzeW3vQUNJNlH3VzVi8o1J/Q4O8u9bcNWkgJOPj9cavSZMJT2wMkJSZSIwq+Z5SZ6OIUQWgXzlC5w2sUuDtmJc417kckmzuXDFCsjBvW7MHKF9l/nFJJsujfM+bSdxzujgb91Q1qS7SUWPZLuOLHKJ4s5XGJynQzCwwj5d31pQzMahVcj6aidiYrRKj6kQIRVDOAdU7C+FypEZttOcRI0gugVbgtdlsrx2Plc8AG982/ty7/wts+cDYtv/P3nnHR1Xma/w50zIzaZPeSKEm9F5FqgpYECsWbBQF2XWvXld3Wcvevbq6upb1iqKCioquKKtgwR6aIL0TQg1JIL1nejn3j8kkc95T5pzJpL/fz2c/65xO5szMe97n9zy/ksPAmR+F15EOQgAY/wCglum40uiB8Hjvv5XnbGyN2BggRjWYCoc2qIro9vBEX7JnI+lsVBajOm9kGrTq4L6U/d1R7Y2cGBR/9l8UefDpomLjUYUxpm4Pi7xS8Qo1UmzsHUBsvH5EmqLz+xMRpoH/OKDB7groKHxoZn/ZlUo3jEhDZlw4yuuV97uQu4/d5eb1LBXt2UhGmFqdqGqU7vcYrmvdxEpGLPf7O8rAvwYftRa+8EkiNOi2uTz8GNUQD85JkROgMaoUCoVCoVB6FoHExK7gbDQZtRy3jYcFyohYSYeLX8jW2rSPrsLeghrkl8l3E5XU2fDLyfI2vKLgCos7us2KEIHaiYRqHzGUCgTB7tMWqFQMbwLfxRIxqhCKUSV6Nqqo2Ai0T4wqwC0eTmSU38tSjjJJ6i8Gt18bQoqNVmcAsbGT9mw0KyiY8KGkyMJHGBGjGg4bqsyh7SN7scaKWMKZWM1GwsxyNRCjSIxqDBqhYloqc+ysBtOG9eMU77cnnfOOoQSP2wH89D/e/x36hO/4AoATG/mxqVL89qb8bfeulr8tABzdILxcyIkW1xe48W15cQMuG7BxOfBiH/71hycou0Z/AsWoBnPs8Pjgr6enwuvZSDobW9ezMSEyDDeN6hXEhXVsjOrZcmWNiu2syMCti8aoBhNj6pSoSDqnUGy8dlgK4iOC+9tlxRuRFsMVhAK5VKcMSMDf5g4OeOzL+sXh7zcOBRDcQFHuPjVm7r0fplHxBrI++M5GF89NSPZ71KhVAR9GpLh5NPczzXc2tgw8a3gxqvzPikrF8CaybE532/dslBOj6iaEag0VGykUCoVCoXQfAoqNQRaOticMwyA1Wrpvo4WIUFUxnddlEmp2nlXupJPbUiNYyL7zbbVPW2N3uQNvRECK3q0hUAyy4D6d6DNNPgPynY1u/jM0jVEVRKiQ1p+2EBvtUH5MKxvkHFknLOQ38JyN3N8Z8vuhs8aoChWEt8U+DDGfbGTsQRXxC2F1uPHvPYWobHQgXiAGVa6zkezXWMtE49FZOSG5xmDoGaOUnoTTCux42fu/L5cCLw8EfnwacPlNPB7+WNkxi/cAlWfkbXs2V9mxK/OFl4v12Bs8D7jrCyB5mLzjO8yAg6iG2/YCsPWF4PpRBopRzblW2fFSRwFRqcqvo6cTRoiNpKhOunYVxqgCwNPXDZYVU5lKRGd2xspFMWwQ+aHtopEeyVHKY0yTRaJPWZbF+QrufRWoZ6Neq8Zrt4+QJS5lJ3Hv4YxYI7LiuMcP1LcRAO6amIVZg5MF12lUDB6bnY337h3XPIgfkW4KeEySkRny4lrJ6q64cJ1oJRW/Z6MTVQIxqiTB9qjpnxiBy/txCzv4PRulYlSFPyt6AbGRrATsEGcjCXU2UigUCoVC6UYEGm93BWcjAKSapMVGs4OMUNV0mFOhvQnGtRLMPkq4vL+y4vL0WAPvGa8zkBTEc3NiZOgKkoemKX8mHZIWHbLztxae2MjyxUbedxQvRpWKjUA7io1+MaqHPP0kthTmJBuMGYGRP3fdjpDtaWxOD9xNhftuDwunmztX3lkLXHrFGJCdFBl4Qz+uGJik/ESEDmCAHRUNrRcb80sbcMXLW/Gn/xyFw+3hxaBWsVGyezbGEWKjKSFVdK6zPeicdwwldNjrgV9fBT65rUVwrClQfhw5+3g8fIeZHIQiLqWcaL2nAA9sAxb/DGRdrvx8HheQ+yzw/Qrl+waKUR27CICCwf+4JcqvgaLc2agwRhXwVvt8tHg8JvWNE1wfpdfg9zP6YfYQrtDTkWJjIOcdiV1UbOyazsbrRygT7vslRmBwapTgumqzg+N0UzFAemxg0XpS33isXTiOJ0L7c9vYdEwihK/0WCMy47jHl9t/85RIvFCMUYcHp/XjPAzdOLKXInfggKQI2b0hS4lom9gI8aoxXoSpzSmr3yMZGzV1QOAH/hijFm8uGAUVEXfDi3K1+ceoBnY2AvyHI5uzk/RsJBEr4KFQKBQKhULpgmgDOKO6Qs9GgN/znYyKJMWzYAvvuiJixX5SxIi0cAgVd01U1pLnjnGZvGeQzsC1w5Q9N2tUjGiBazDMHZGqqEVGcpQeM3ISQ3b+1kJ+vzhY7msN3AI9G2mMqhCBhKy2cDZu8YxAQ5j8+9mlCsMizWblJ+1/FWBKV75fG2MQEHh9UapCvQg7q9jIMIzi7+QFE4Joq0Y6G2FHeSvFxqJqC+545zdc9Csw4seoRsHCEs7GphjVmTmJeGhmf2TEGqFVM0jVcOcEw6JD930dDJ3zjqGEnrM/A7/8zfvfChvhAgBUMm4VlQoIE564lyRMoBIh0MQowwCJA4GSI8rP5+O3N4CzvyjbJ1CMakI2MOWP8o7VdyYw9FZl56d4IcVGt4Pr3iVF4CCcjYBXSEgjqk1Hppvw8q3DsXvFFfjvq7J5D0H+AlV7c8sYZdVWQzJFhJouGqM6d0SqaI9AIe6dlCVaGUz2a+wVY5QdHzGxbxy2PjYdqxaMwuzBybzyg+XT+/GqltNjgnM2FlSaedfqo9Jsh5MQvqKNWiye3CfwP6KJ/7piQMDq6aJqC/666TiWrzvAWV5cY8WPJ8rACrjISVdho92FykbugC02nH8fkrGsy6b2xfLpfUWr28dkxuDzZZPQL5H/O6PE2Sg2ccEXG92wO8nYkRCLjQJisZsNJDZ2XFUbhUKhUCgUSqjpDj0bARnORkJsNIZ1zji7tiAYB8rMNhakRqSbcOOoNFnb9k+MwN0KJ8Lbi6G9ojEqQ7678OqhKUgMwg0pRkSYBosul/9MunxGP2g6UQEB+ezpIJ2NDI1RlUt7ORuj/cRGD1TYnrZI9r4ajx1RIvGVojBq4PJHlO3TTqhVDG+OwhelSkaoalRMp/rskdw6Jh1js+QVx98/pQ+yk5U5IQHw9AkjY2u1s/H5zSd5yV5CMao8ZyORubocAAAgAElEQVRjg0bF4KGZ/fHIlQOw7bHpOP3s1XhxDlFA0pr2cSGg894xlNCzZzXw4Y1AbaHCHRkgPlvepv2uUHbo5KGAQWCQI0ccOrEJsNcF3k6K3W8r2568LtJBBwDTVwBTH5c+zsDrgPkf0eiEYNEaAIb4+vK5G1mW73Rshatn/4Uazutl0/rixlG9mnPOycFPRzobZw9J5omjUtw8vr/wii4ao2rUafDq/BG8hu1CXDkoCbePyxBdr7RfI4lWrcLsISlYdddoDCLck0eK61BYzZ1IyIg1IpMQG+U4G7fkl4uuY1nwBDwAePjKAbIekldcnYOrh6bwljfYnPhwVwHuWrMbU17IxdQXc/H+zgLYiCq4WosTSz7YhxVfHIOH6KcZodPAX8NkWaCwmvvvjQ3n34cRhLPR6nTjj7Ny8Feid2V6jAFf/34yPl82CX0TiOKEJpT0bBSNUSUeIm1Ot4CzMbSTQnqB47kCxqhSZyOFQqFQKJTuQ+CejV1jqivVxJ1IvFTLndC2EDGq5Fi4O5OdHIlxvWPlb5+kbPtgef7GYbh2GP8ZibyWDxaN46WydCZeuHmYLCGnV4wBT1w7MOTn/8PM/rhhZOBn0sWTe2PBePHn9o6AFGqcHu5rLdz8glMaoyoI2ZbEH42K4RUbB4t/jCoAbI+YA0x5LCTH5sGogetfBzImtM3xQwD53WRt+q0hW8J0VlejD51GhdX3jMVl/YQT6Xwsntwbf5odZA9DQWejQvHZj7J6G747XspbHgtCbGSjYCF6hUYwdrxw8zAMJ9sjNRLzghFUbKS0Fy6r1+GolP5XAtHyqrcwdrGyY49dIuyGlBN7WX5c2bmEOPUdYK0JvJ0P0lFH9gYEvK7L6SuAEXcQ+4YDw+YDi34Ebv0waLcdBd6/MS9Ktem9cNn57l2pWF4Jqs0Onug0ioiUJOMg6zpQbAzTqPHWXaNlNaH/3fR+uCxb5HPdRWNUAWDKgAS8e+9YSJnxbhuXjpV3jIJaQpQk3YJKxUZ/hvXiDgQOF9eiiBDW0mONyCJiVMWcjZWNdqzMPYN5K3/F89+dlDx3mUDjarWKwUu3DMdt44QjPTLjjPhg4TjcP6Uvb91/DhRj4nO/4MmNx7H9dCUKqy3wBGh/+8meQrz4A7c/r0rFIJIY4BYQ/14hZyM5KG5sqva2Em7Csb1jA/b14EW5Wv1jVMn+kQpiVMmejSGe7BJ0NkqJjYy6yxYQUCgUCoVCoQgRaHyl7eQTpD4CORsbSWdjiCbeuwp/vW6wrLhNnVqFZ24Y0i79LHUaFf7v9pF4994xmJ6dAP9HyoEpUfj7DUOx8XeXISW6c/dM75cYiU8fmCD5nDu8VzTWPzARiZGhT0nxPZM+M2+I4DXkJEfiX7eNwF+uGdjp+pSSzmkH8SymFoxRJRKwaIwqAECjVokWi0cbtCF7703E83yd1QHM+AsuzV6DPR6+ueaQpzfcxiCc0n2mAfd8xZ8P7mSQUaq+wha7kxAbAzhPOwPRBi0+XDge7903FjNzEhER5i1sjwvX4fZx6fjmocl44tpBwUdaE4XbBsaOH46X4ouDxbAR81By2JJf3twj05840tko0LNxbKoON44SSLQzV3Bfd7CzkZZSUAIz6SH522ZO8kaDHl0feNte44DhtwN5m/jr5AhxAtF8ymGBhlLAIM92zXOHeFze+E6NgOulrpj7es6LwMg7g7tMCh9dhLcnqQ+fm5GMUGXUgDq43g0HCFdj7/hwxEdwBRC+O6rjxEbA2zh9w7JJWLx2H88pBgAmgwaPzsrxZpULOXMB4fu5C2EyaiW/HhaMzxSNVrpQZcbHuwvxyR6uAzxeov9gIIb3isYne1peb82v4EwcMAyQZjLAw7JgmJavtlqLE7UWB8dV9/6v5/H3b0/y3HM+tGqG09C7rF644ophGMGsfgCYkZOIKQK9ENfvLcJjG4KLrn5n2zncNymLE78TZdBy3ITFNdzJFaFI3PAwclDs3b+KcHAK9XskIT+7dpcHNqcbeq0aNWZSbBRxNmr4Mao8sTHEk11CzkbJno3U1UihUCgUCqWboVVLTxqGdRFnIylIldRxx8O+sa6PntSzEQAGpUbhg0XjcP8H+3mRcz4i9Rq8fscojM1qe1ejD4ZhMCMnCTNykmBzulFndcKgU/OeLzo7OclR+PHhKcjNr8Dn+4twocoCFcOgf1IE5o9Nx8Q+cW0q9KlUDBZMyMQd4zJwoLDGe34V0DchAkPTojudyOiD17NRwNnIewZ0k2Jjz/osS6HXqnmFFUDoIlQBwEQcq7YpyehCwnTc7jCgD3MJfZlLYMCigE1GNMz4zPI3ZScZNA+4dW2oLrlNIQtXmsVGV9u2hGkrVCoG07MTMT3bKxCzLBuS7w+rw40XfyjAU37LjLChotGBhz89jGe/OYmXbx0uOH8mRrWZP2ccBgciiKjeKkTBQoiNJrXw7yBfbOzYHrf0240izezngd6Xy9+eYbx2cdYDHPtcfLuMScBt64Cq00DVWf76vK+BITdK944zhSj/XokQpQnzxnf6O+ccjYCGGNiyLFB6jLssiRvzR2kFLAuoiAn3CzuBhBx+H01dOCRtbhLsI8TGURl8UZrf963jejb6GJAUicv6xaNwDz8y+Z+3jMAVg5r6X2hEKhSDFGc7C7knKyTXHyis4bne3B4Wf/82D+/+el5QqHz5x1NQqRgsm9pX8aCFjDjIL+M2b06J0jc/jKRGGzhNoguqLBjRJHSt3n4Oz3yTJ3kuf6ERAMpFxEbAG+cqRGUjfwBTWmfDE18eE9haHi4Pi3/vLcJDM1uieyP1WgAt/1ayuitOQOAlJ1ga7d7BcDUx+RAXEdidq9eqodOoOOJgg80FNcPvvUpWQvogXYY2F19sbJeejZJiY+euqqZQKBQKhUJRilrFcIr0SLqOs5H7PFZjccLqcDe37DDbuRO/nTmWs60YnRmLXx6dhg37i/Hp3iKcrWgEC28ay61j0nHrmHTBIsX2Qq9VB+w715nRqFW4clASrhykvEdmqFCpGIzJisWYdhSMWwMpJNpZ7muNrBjVriVMtyV6rQoC3V94c22tgWyL4hMbq8zeE59jU3GObel7d4t6i/KTWKqCvr72hhQbu2qMqhihEBodLg8Wf7AX+Wfq8ZTfT7URLTdrZaMdC9/fizX3jsVUmYJjhEDv5TgiQtXMhsEOHcwsMWdLznf7IGNUw+NlXUtb0TXvGkrbk5DjjfqcsEz5vpow4KbVwF1fAjnXtsQDMCog63Lg5veAuzcBe1cDb04Cas7zj/HlUuDt6Xx3oD+Db2i9KKI3AdHCUYKCCMV3kk46wOuWtFb77afy/k0pradgB7BqMlBXxF3+zSPe++ncVu7yVrh6SGfj6Ey+2Mjr2djBzkYfJy4JC0mcmFeVSvgz1IVjVAEgl+hjSLoSDxbWcl6zLIsnvjyKNTuEhUYA8LDAC9/l418/n1Z8Pf0TI3i9/fxJj225RzNFolQLqyx4brN0ZKoQQjGqAOBye3Bc5B6pEMif/2RPoaibUi57zldzXkcFiPsVchOSEyyWpgpIstJZ7oQDWX28dud5XPnKNt526/cWNQ/A/RGMUeX1bAyx2Ki0Z6M29LFHFAqFQqFQKB0JwzCSfRu7Ss9Go07DK2q75OduNBNuHzLlo6cQbdBi4eTe+P7hKTj97ByceXYOfvnvaVg6tW+HCo2Ungn5/WInnI2CMapuYp6IOhubEXq+BULsbDSSzkbv/AFZtNxTMBBio7nJRc93NvbM3xwAeH/nefx6pgoWcOdH9YwTKrTM+bg8LB759JDsSNUJffj9JWMFIlQB8JyNomKjuZL7OoI6GymdjYyJwH2bg3aDAfDu23e6938et/cDoTW2NEHe8QqQ+6z0McqPAx9cDyz+STjmNCLBG9l66KPgr3PkAuWRkVojEd8pIDaWEf0k4/rTCd9QcPJbYP3d/KowH+UngK+I2N8ge2M6XB4cLuaKUmOyBJyNejL7vePFRpfbg5OlDYLrfJVbzWj0gJs7wMqvtOPjjcfQaHcjxqjFzIFJmNAntk1iTMrqbfjq8CVcrLVCo2IwKDUKc4akKK4Odbk9yM2vwL6Cahwq4r5vy6b1w/9+faL59YFCroi87XQlPtlDiNcivPrTacwekoycZIFesyJo1CoMSY3mOWV9cMXGcOw821IRV1Dp/X5Zt/uCYK57IEpFnI2nyhphcwqLhxUNfIHyq8OXFJ+bhIxGCVSpKNQnkZxgaRSJUZUbextl0KDSb9/XcwWc9gD+95s8fH7gItYuHMvpWcIXGwViVEM82SUkXNMYVQqFQqFQKD0NrYqB2DSxlBDZ2UiJNjS7bACgpNaGvgneAmczUezW02JUheis0ZqUngOvZyPLfSbUws1No/F4ABDP8tTZ2IxQcg/QxmJj07ydUKoTAJzzpCg/SVxf5ft0EEbit8Qq2rOx6/yWhhK3h8UHuy4AAKzgzy0ZYUMjWuZZqswOfH2kBDePFuinSNA/KRLje8dit18xfhzDnb+thne+0UwInc3tw/xhWcBMOhup2EjpbLQidlIQlRrQ+03MN5QCvzwjb9+qM8CvrwFXPC28fvbfgZLDQNlR5deliwTGPxDEfsTErdCHvYyIG0weovw8FC51xcCGReJCow+WqCbRijc8F8LjYbHjTCU2HrrIiRCI0mvQLyGCt32UgXBaOdxwuj0d+oB7rtLMiz/wUUUOpjR6rngOYP3BMqx1X2h+vXrHeQxIisAz84ZiXO/QRJtUmx3466bj+OZoCU9E++umE1hyeW88OK1fwCbOLOsdBLy55aygsBYRpsGVgxI5YuOFKguqGu3NUZtrdxYouvYPdl3A328Yqmif4ekmUbExw09sJMW01TvOwexwYdOhi4rO50OsZ+MRQkj3RzBGVSKOVS5k1bFUTxOTUQuNwGeIHBT7qr3JisTYcHnuXCV9VfJK6rHw/b3YsGxSc4WfnnjQtDndvM9eezgbJcVGsbhkCoVCoVAolC6MVqMCBJIngNCPv9qSNJMeeSUtz2OX/FoqWIhiPWMPjFGlUDob5FyP3c19rWJYhKn85jiE5rCos7EZfXs4Gw3cuQiLww27y80rWvaxnx2AakMmYq0XBNcLMvLu1lxiu0I6Gy3dLEa1tRwqqkVxjfe3mIUKVlYHA9My52SAnSM2AsDGQxdliY0A8NjsHNz+9m9wuD3QwIWpqsOc9bWsdx7bIidG1V5PGEgYwMh3T7YnPfOuoUgT0cZZ7fvXAh4Ffe0OfAC4hH8AoI8G7v3a24gXCgRSbbi3Z6QpQ/4+/vv6IxSjSjobab/G1rN3jfDfOhA6+WLjd8dKMP2lLbj73T3YcIAr7jAMv9ceABi0amgIQazB1rF9G09cqhddR8ZNCgkRdvAHdafKGrFg9W5sPSXdD1EOlY123PzmTmw6fEnQrVdndeKfP5zCf392GB4JNx/Lsnh603E8vem4qBjWaHfhgQ8P8OJJfVGqjXYXL3Y1EN8cKVG0PQAM6xUtui491gCX24MnvjyK1du5sdINNhfe3nYOpSJxqIEoF9nvsEi/RsD79yfjM0IxYXMV0QeEFOr9EYtDiuDFqHqvk7yv4+TGqCp8gDl2sR6bDrW4PElno93lafMBurCzUSpGlTobKRQKhUKhdD+6Q4wq4HU2+sOJUXUQMaq6nhtpR6F0FsjnOzJGFQD0ar9nQjJCFWhpN0URbTkTSrFRr1Xx5jTqrE5+MX4zDHYk3Cb/BBmTgLRRwV9gO2PUkmIjjVH1hyzaJ6NUjQx/nk1s7k2I0ZkxeP32Ebhfuxm/hj2EhZrvOOsvUx3DXzXvY/Hlfbg7uu3875NGYo7WGNuSKtlBdJ0RGCV4lLoUB9/YNtfh49R3gbfxx1IJXNwvvt5gAm5dC/zhEDDlMW8vx/6zgeShfCGFUXn7SC7+EegzVfm1A3zxSk6MahJ1NrYKlgUOrQtuX5kxqh/9dgFLPzqAC1XCgmad1YVbVu3iRXAyDMPv29jBUapivfgAftwkNHwHmFPE9O5we/C7dQcEc+1ZlsVv56rw/q/nsXr7OXx3rEQ0s/yR9YdxrlIka9yPLw5exNpdBaLrP91b1BxtIEVeST0v2tL3PlY3OkT7NIohJMYFYngvk+i69BgjHt9wFB/9VqjsQmRQJtB/EZB2NgJ8B+wwieuXQ5Reg7kjUoll4g8PsQL9GgF+z8ZGuwt2l5sn8MfJjVEN0DdSiI9+a7nnyAcjwRjV9ujZyErFqBrE11EoFAqFQqF0UaQExa7kbEw1EWJjrX/PRiJGlTobKZQOh/x+sQmKjf7ORqIYnVEBqq7zHdXWiLXQCaXYyDAMTMTx6ixOfpshP342zAZG3RP44KZM4OZ3Q5sQ2MaQvyVW6mzkQI4vSIehEfz7RtG4g2Vx1dlnsUL9IZIY/tyclvHgXs0PWFb8OHjGKtLdaCbExvAE+dfRRtCRSndDowcSBwLleS3L4voBlafl7R/bF+g7o22uzYdVOEqw1fvEZAEz/sLf79xW7//rIoDMiUC0PFuzKKR45SQ+6C47UJnPXUadja3D3gA0lgW3rwxXz5HiWjy18VjA7RrtLtz/wX5s+eM0jsMqyqDlOKs6um/jiZLWORsdrPhPQ4PdhfX7irB0akse/Yb9xViZe4YnIJqMWtwxLgMPzezfPIA8WVqPbQrckau3n8fdE7OgJtyjHg+Lt7adk32ckjqu6OZzNgaTQa9WMdAqfDgorrFArWIEnZwvfn8Su88H8b0og1qLEzanmzOAtzndyCd6ehq0alj9xOGKBjtn4uOOcRmK3jeSZ24YyotAlXIVijkbyWpui8ONGjP386bXqnjnEiOYCZvDxXWwOFww6jTCPRvdbS02KnU2UrGRQqFQKBRK90OrFp/YlVrX2Ug1cZ/H/J9bLKSzMaxnukwolM4EKUQ43CzcUEGNludAg8rvmZAUG2mEKof2EBsB7/xUeUOLSFQr6WwEqi1OuG55BS/sdmCp5ivEMkQLLUYFDLwOuPqfQETH9shTCi9GtWkuiDQM9NSejYPTosAwaDYm8JyN4Bf1D5VIM+Ox5x3g4IeBtys55P2+8P8OcZi9pisfvH6NVGwMiM1mw7Zt27Bjxw4cOXIERUVFsNvtiI6ORk5ODq655hrMnTsXGo30P6WsrAzvvvsucnNzUVpaCqPRiIEDB+LWW2/FnDlzZF3L5s2bsX79euTl5cFisSAlJQXTpk3DwoULkZQUOHo0FNcQEE0YMP0vwKcLWpa5nEBcf6AqgOCo0QM3rGr7CpuwyPbZBwAMMcDgecHtKwYpXpFVBZWnuF8E+mggKi2010CRj4wY1dXbz0MirZNDZaMdXx68iAUTMpuXke6oelvHiY0sy+K4VIwqMZhyq8N4MoVDIEbVn8/8xMbnN5/Eqq1nBbertTjxxpaz2FtQjbULx8Go0+CzfcWB/xF+XKy1YufZSlzen/uDuaegGudluCPF2H2+Cje/+atoQ3AphveKDthL0p8N+4vxx88Pi95jbSU0+qhosCPdry/kiZJ6uPwuJsaoRe/4cBworOXs488VAxMxJC0Kxy6K31tC6DQq/P2GoZg7PJW3TspVKOZMFHI2VhJu3TiZ/RoBfnyIXMx2t4jY6IGDjKANcYxXmMA1S/ZspGIjhUKhUCiUbohkjGoXcmOQMaoX/ZyNjWTPRpkFdRQKpe3QarhzAQ63B25ooEbL3IJeJRGjSiNUOYi555S2PAmEiUhPqrU4eXMJ/tRYHGiwu/G2+zqsdc/CLNU+DFUXYPHENDDRvYAhN7bezNJBkPMg4s7GnlngkhJtwMycRPyU5xXyrEIxqsT83p3jZbZp87iBna/JvxiyWIE6G1vPxIkTYbHwYw0rKyuxY8cO7NixAx9//DHefPNNJCQI/0EPHjyIpUuXora2ZSLVbrdj586d2LlzJ3Jzc/GPf/wDjIjl2ePx4PHHH8emTZs4ywsKCvD+++9j48aNWLVqFUaMGCH672jtNSgiYyL3dW0BsPRX4OP5QL3IRH9EMnDL+0D6uNafPxB9pgKlR+Rvr4sEUjtR9rUugvuajFEVilDtQnb6TklYJBCeyK/YkEMAZ2O9zYnNx5T14Fu/r4grNvJiVDuuZ2NJnQ21FnGxs7LRDpZlm79r7NCC/As5pVxSAC5UWcCyLP5z4KKo0OjP3oIaPPHFMbw8fwTOVjQG3J7kfKWZJzaeFuifqQQPC+y7IB0lKob/ex+II8W1eGzDEdlidihQMeCcr6zehvRYI2rMDmw4UIzP93N/B4amRfMmLshBt0atwuq7x+KO1b/hXIW0yBumUSHVZMDc4am4fVwGkqP57lkgSGdjGL+3ABnrKzdCtbjGIinMi6FigMgmoZR8MGqfGFWFzkYB9zKFQqFQKBRKV0dKbJRa19ngORtrbc3PaxYHt4iN7F9OoVDaH52a++zlcHngZtQc8UGn8vvskmJBB/dT62y0m7OROF55gw31NvG5uxqzs9lIYIcOmzyTsMMwDUuuvjKk19UR8JyNvp6NThqj6mP59H7Ykl8Bl4eFhSWdjWRxfhIGp8p0Np7LBeqKgr8wBzGnSvZs7AQu205/11gsFoSFhWHu3Ll47bXX8PPPP2P37t347LPPcO211wIAjh49iqVLl8Lt5vfQqqqqwvLly1FbWwuTyYQXX3wRO3bswObNm3HnnXcCADZu3IiVK1eKXsMbb7zRLDTOmTMHGzduxK5du/DGG28gLS0NNTU1WL58OaqqqgT3D8U1KCI8HojPJi7iNBBNuOsMcUCfacANbwF/OOyNGG0PxiwEL3NYiuG3AWERgbdrLwLFqJYRcZy0X2PrYRhg5J3B7RvA2VhUbYHTrUwJIsUWUjTpyBhVUjzpm8D999tdHpj9H1qFYlQDOBu9cQIsVm45I/u6vjh0EUXVwv0wg6E9xTt/spMicc2wFNnbv7X1nGB0alsRY9RiCDHIKam14eUfT2HCcz/jmW/ycJKIUD1YWAuXhzuoJJ2NAJAcrccXyy7DrMF8J79WzeC64an46ZEpyH9mDnIfnYaHrxwgKjQC0j0bY2T2bDTb3TyxUUyo9GfT4UuY8dJW7CmoDrgtydQBCc0PRDxno8vDi1EN9QCd7BMJAC5JZ6O8vrUUCoVCoVAoXQmtxBgr1MkSbUlSlJ5Tm2x1upuLR808Z2PPdJlQKJ0JspjU6fbARRR/hvlv4iGdjVRs9Efo+RZomxhVfwIVUddYHLy5Pal0pq4EWWxubnY2EjGqPVhsHJkRg5duHQ6NioEZ3Hktg5/YOCrDhFfmD5d/4PKTrbuwgM7G+NYdPwR0+k/JggUL8OCDDyIuLo6z3GQy4aWXXkJ0dDTWrVuHY8eO4bvvvsM111zD2e6tt95CVVUVVCoV3nrrrWb3YUJCAp566il4PB588skneOeddzB//nyeO7K8vBzvvPMOAGDatGl45ZVXmh1BM2fOxIABAzB37lxUVlbi7bffxp///Gfev6G11xAUmRO5fQNPfgMU7+Vus3AzkECIku1BbB9gwjLgtzcCbxuRBFz+SNtfkxICxaiWkmKjdL9Gt4fF4eJalNfbEKZRY3BqFBKjqBOFx5hFwG+rAJc18Lb+tMFEO8tyxSNSNOnIGNUThNg4PN2EykbuIKmq0d5cFRtm4Iux9gBiY9+ECOwtqAk4OPOHZb3xq1lx4QCU9f7LjONfY0Zc+wsovePD8e59Y2VHSVQ12vH98dI2viovRp0a80am4cFpffHSD6dw5GJd87p3d55v7lEpRIPdhV9Ocl3DFSJxItFGLcZmxeL74y09VMdkxuDNBaORECk/vhQAogxBxKjqAseoBhIbc0+W47/+fTBowfquiS3OVsGejW3ubBSKUaU9GykUCoVCofQsdCJ9GTUqRlHLg47GbHchIkyDBj+HzcK1e7Hk8j68GNVg+o1TKJTQQn73OFx8sVGv9hNt3GTPRhqj6o/Y/Eq0sW1jVMnUrfgIHafNjsXh5hVhhzrataMgC1dEY1SDbDvTXbh+RBp6xRjh/DQK8PNOhDM2hGlUeHBaPzwwtY+oO1cQ1hN4Gyl4YiPZs5E6GwPy5JNP8oRGf37/+99D1dRjcPv27Zx1DocDGzZsAOAVBoViTh966CFotVrYbDZ8+eWXvPVffvklbDZv48+HH36YF3Oanp6OW265BQCwYcMGOJ1ckSEU1xAUGZO4r49+zr2hTRlA/IDQnCsYrnoGGLlAepvIFGDBf4Aofq+vDoV0yjks3sFD3lfAuluB89u460mXqW83lwfvbDuHqS/m4sY3dmLpRwdw3/t7MfH5X7D0w/04WlwnuF+PxZQO3PSOjCow4sGSdKIS9IoxQqPwYbQ34RYkRZP6DnA2siyLfQXV+O44NxJ2cGo0T7jxH0CptXxh28lK/1DeNjYdeSXK4ydPlDTgljHKMu1To/W4rC/3N6Ckzop9BTWK37dgidJrsGxaX3z54GVIM8kXbk6XN3J6I7YVqxaMwu4VM/H3G4aiV4wRiVFc0U9KaPRBXqZU74JzRK/MSf3iFQuNgLSzMVak7yI5wSIUoxofIX4tbg+LpzYdC1povGZoCqZntwzeyCpMQbFRHdoBulCTdtqzkUKhUCgUSk9DLCq1K/Vr/PFEGSb/I5cjNALe8fuD6w7wJrqp2EihdDzkd4zD5YGT8PLoGKkY1e4hWIWK9opRJY9Hio1pJgMMxLVcqOKmc0nNYXQlRGNUeT0bu87vaVsxOjMGE7LTOcsMsGNkhgl/uKK/MqERAGKyWndBZIyquZL7uhP0bOzyd01MTEyzGFlRwXXL7N+/H42N3jdh1qxZgvvHxsZi7NixAIDc3Fze+i1btgAAsrKykJOTI3gM37EbGhqwb9++kF9DUGQSYiPZubT/VR3bR1ClBua+Dtz5ufda/AWiqF7AjCeBZTuB5E4YQUqKjQ2XgDcmAB2tykQAACAASURBVJ8uAE5/D7BEnO+GRUDJYc4ii8OFe97dg2e/zUNxDdep5/aw+O54KW56cyc2H1XWS7DbM/A64K4vgISBwuujegG9p3CXaaVjVKMNWswakqzoMm4dw/2hIQct7e1s/M+BYlz5yjbcvGoX8kq4EZknLtUhlqjgqvIXkhTGqMZH6HDj6F5BiWhujweDU6MxuZ98W//Cyb2haZpIYFkWK3PPYPI/crEy90y7CHkA8PAV/fH47BzFlXXtEZ/aJyEcs4ekINJv0JscAme0UIyqj3PEoJyM6pWL1EA9TmbPRqebRWmdjbNMytm47VQFiqoVuqObmDciFS/PH84pOtITVZh2p0egGjDUMar8wax0jCoVGykUCoVCoXQ/xMTGrtKvcUt+OZZ+tJ/nXvSHfJwIpzGqFEqHwxMb3R64WO6yMI7YSGNUpRCKUVWrmJB/35ExquRcbFxEGG8u4UIVt9A61AJoRyHqbHTSGFVBCB3ACDvqreK/3ZL0vwowipvqAkI6GxsJZyPt2dh6XC4X6uq8DrDwcO6bf/z48eb/Hj5cPD932LBhAIC8vDzOcpZlm5f5thFi6NChUDc5F06cOBHSawga1iMdH9mRrkYfDAP0vxK48zPgT4XA7w8Aj+QB/3UUmPIoYIzt6Cvk4HJ7UNVohwWEa+bkt96emGLUFwPvXweUt7y3f/z8CHadE+7x6cPh9uAP/z6EI8WBXUk9it5TgAd3Afd+C8T05q6b+hgQFsldFsDZCACLJveWrb3Hhutww0hu/1NSNKkL9kdHISzL4rnNeXhk/WGcKW8U3GbDgYs4TzjRqvydYALORjGxMSJMg1ULRuNocR2+OaJcCE+L8YoeL88fjkwZMajXDkvBwsta3uPXfj6DF7/Pb9ceiADgDPJ8SlyQciF7GY7L4n9PJoVAbPR3v5KQ8bl94oPrqRsh0e8gRkQw1KlVPEdrIdELVEyoBIDc/HLRdWIMTo3ChmUT8eptI3kRL/yejULOxlDHqAo4G6XcyLRnI4VCoVAolG5IV3Y2Ot0e/GnDUcXPNWSfLQqF0v6Qz3cOF8uLUdWp/D7bvBhV+jn2RyhGNdqg5SULthaTgTtPQHRHQly4jidIXiDmGqRawXQlyN8Si1iMqswWQt0eYk7FyNh5/TzlH0sPjF0sf/uIJO5rXowq6Wzs+J6NnX8UFoCtW7fC4fBOipIRpefPnwcAqFQqpKaKR3H26uWN9bNYLCgra+lDVVZWBovF+8WSnp4uuC8A6HS65j6LvnOG6hqCouw48M4MwGkR3+bHv/LjPjsSfRQQ19cbmarqXLflqbIG/OWLoxjxtx8x+pmf8OQ33PcYbnEHUDP2OuCrPwAATpbWyxZqHG4PVuaeUXrJ3R+GAbIu84rV/tQW8u97ogKlvMGGLfnl+P54KQ4X1cLjYTEqIwZPXjMo4GkNWjVWLRjNcZEB/Nz21sSosiyLPeer8drPp/Hc5jy8tfWsqJD4+f5ivLX1XMBjVhExk4GcjU6B/m/pMQZ8vGQ8Pth1AXeu3o2DRcpF8BtHeb/nEiP1WLd4PKRSUKMNWrw6f0Rzv5VTZQ149edTis8ZCqRiOaXIig/HqAxTyK4jM9bIiysdKyg2Bne9/og5GxtsTpQT67LigxOz1CoGkSJRUGKCIcMwvPgontgo0u8RQFADwunZiRidKVz8IhSjSg7QQz3hpVOreMURks5Ggc84hUKhUCgUSldHpxF+mAh1oVdb8NOJMpTW2wJv6IdWzXQJIZVC6e5oBZyNDqL4UyflbKQxqhyEnI1t4SCMCZBUJeRsLCAK97tLjCrpbBQVG0Oc0tRlIeaVDbAFLzYCwOWPAn2mB94uOh3oR8x7+4uNTptXb/CnE8SodmlJ3uVy4dVXXwUAGI1GXH/99Zz1tbXeyfCoqChoNOL/VP+ekDU1NUhKSuLsD3ijTqWIi4tDaWkpZ59QXINS3G43nGtvhdZSKb2hywL3x7eh4Op/w2UM7lw9gU15tXhzdyUnvoTnbJRL0W4U7NqIlfnK7NI/nijDzoPHEWfs0h/XNiHGaYC/Qby+8Bi05kr4+8mKy2tg1uTjdKUN/z5Sg52FZs77mRKpxdyB0Zg7MBp3jYjBh4dqBM+VHR+G309MQLSjAvn53MjmemIAUl5Tj/z8fMX/nr3FZqzeW4WCWq44+NzmkxiRYsCy8fHIivHefx6Wxas/FCo+BwCcKSpDfr53EBFf1wjyjrQLOBszo1R45dvDyD0nLHwGYkB8GIyWMuQ3Oct2XmjkvA8aFeA/rqmzOvHZ1kMYkmSATqPC67sqeJVnUiRFaPDo5EQ8/v2loPvzAUCYmkGGJrj3EwBm9Q7DAZlvU4SOwaz+0fjpbAPqbG7e+nGpOmw4zv2NiWdrkZ/Pvf8aG1of49tod+Hw8TzoiQep05VEZKlBjUsXAgveYhg0AKlr6jUMLpwTL7LgVIkCPPGzobIU+fnCYrjbpvz+tTbUiL7/pcTfo8Fig93Fvb6LRRegqhcXQINBp2Jgd7ecxyMhNl6qrEVDkPcvhUKhUCgUSmfFahYZ13lcQY/d24vPdpUq3kfNoNP/uyiUnkB1RT33dU0dnKya0x2q/GIhKuB1GBnKzyPDb3ub040L9LPcTG1VHW+ZDqH/Hq+tkjaKeCy1UBNmkiKisNneWNstvodL67lzRo1WO/Lz81FZw51HqamsQH6+DINNN8dUa4a/chLO2NFod+F43kle8pZcmDH/CxNehunsRm5xQhPm5AkoGf8kYk5/xpmzrSotRGXTPagxl6Gv3zqPxoDT54ubX7vd7uYkzvakS6sXL7zwAk6d8jpdli1bxhHsAMBq9eYvh4VJi0N6fUvVv8/JSP53oGP41vvvE4prUArjcUJrkeeMVDvNMJ36HJUjlgd9vu7Mz2cbsPI3vmhrQfAukciiX5BfeZ2ifTwscKrSjokZXfrj2iY4w7luYa35EhgXN3fdozFge0Ej/rG1FE5ukQ4AoKTBibf2VGJvsRnZ8dz3NiFcgyv6RmJSZjgGxIu/75FEH7lGh8CJAvDjmXq8tL2c7K7azKESKx7+5iKen5WK7AQ9jpRacbE+OFGp1k/I8qj5300Oli82nqywodLC/wGUQ7RejT9NTWqOwfCwLLZf4Apk0/tEorTRiaOlLeLNn38ogYoBRqYakVeurPK3rNGFrNgwTEwPx6+F5sA7iDC9TyTv/VXC1N4ROFhixXen6iW306qAv0xPwahUI+4dHYfz1XZ8fbIOP5xp6cH51ck6jnAab1QjKYL/vRAbosKEWqsbyZFcEauojnvP9YpunYgWrlMBxNsTrZf+exsCVNeZJPYfnWrE1yel3wuSUanizk0y0tTuYuFwcz/F2iAHn1Jo1VyxkYzt8YcV+IxTKBQKhUKhdHXEJvjaYuwVamoFCgsDEeyEJoVCCS1aNfezaHN5eEkzWsYNX3gq4+HGqLIMjab0R6hNSEQr5mDEiAyTnkeI1qsRRZyXeLRHRDfpm6snkgGsTQXT5FyGTk1/dwCAJdKiDPDOTzY6PJLzT5LHVOtwYtB/Y21eH7wX9s/m5a4wE4pmvgVHtLellEfDbc+k8pvzVtu47dlc+s7Rjq7LqhebNm3C2rVrAQATJkzA4sUK8m67MSrSnh+AuAtfI+7mlwF1l70V2gSb043V638RXGdhg5+4jdO5oNLoACirDIlPSkZ2tngMb48lyg7saHlpsJXzejTaI9LwwnflgkKjPwcuWVFQxx0EPjhjAO67rLfIHi1oYhuBr1uqR6xuFbKzswNffxN5JfV49dezokKjD4vTg//dWoHcR6dhe3khgEuyz+GPQxXWcn2VvYCj3PVOqKFiwBG2ghUah6eb8K/5I5Bi0uPrwyX4eE8hDlyo4f1b54zqg1d+5Mekelhg/8XgCjBikjPw6LUp+G3VrqD6PGbEGvHs/HGICzJG1ccbA7Lx6k+n8Na2c7xYCgBIjzXgxZuHY0KfloKZoQAGDWjEDy9vbV5mIxxzE/snIScnR/CcMcZC1Fha53CMSEhDdmYMZ9k3hacAtBS0DMlMUHSvkySYqnG+ppqzLMkULnnM2MhKFNaK95QcOyxHtJ9N334evL0/FyV18sTrkRkmXDNJvGezsdoCoMW66mIZ3gPJwAH9kBiCPpr+hOuL0Oho+R1xS4iNaVn9gL7Bv0cUCoVCoVAonZH443YADbzlEeH6Vo1P24OEPQ3AJWvgDf0I12s7/b+LQukJnHeWwP+Z2KMJg4uYXu/dKxWq/k2fVxU36sgQHkk/y36cc3D/ngCQGm8K+d+ol90FfHZBdP2Q/llwhtUAeXynpY/+WWnIzk4L6XV1BI12F4CC5tcON4t+/QdAu70WQMv8W1Z6GrKzU9r9+jodjr7AnpaXxqY5/fjUDPRNiAj6sPbiWriJ4gNNfD/0Hje7ZUFNJnCk5WWMUYsY32fjFPd+1plSOZ+bQ4cOBX1traFLKky7du3CihUrAAD9+/fHa6+9BpVAnz+Dwav+2u3Swo7N1jLpaDQaBf870DF86/33CcU1KIZV6KiyVAENJYBJvCdlT2TzsRJUm4Uns4OOUQUArQEJkWE4Wcp/KJIiMZL23BIkJpP7urEU0HN75H2wrwIOt7y/X7WZK85MGSAv65rMba+3KRN51uw4D5dMMayiwY4vDl4MSjzzUdXovbdtTjdOXLJiFLHeAS3GZsXibIUZlY3BRyZcNywFr90+EiV1Nlz/+q+S9/3zm/NQ3iAuIAWDXqtCv8QY/OOmYXjs88OK4lSHpEXh7bvGtFpoBACVisEjV2Vj4eTe+Hx/MfZfqIHV6UZ8RBiuHpqMqQMSoRaoVE6J1iNSr0GDzSVwVOB8RSPqLE5EC/QeSIrSKxYbDVo1rM4WUVmob+O5Cm5cVZ/4cN42ShDqeUD2SSAJl6hy1GtVokIjAGjUKjx17SAsW3cg4LXp1Co8EaCXq17LvRaby8P7bLZFbx2yUbtkz0ZtK8YUFAqFQqFQKJ0UrUhvxq7Qs3FsViy+Py4vkcqHyRDaWH4KhRIc5HdPg80FJ1H8qWL9nuEJZyNU3aPvX6ggn6kBINoQernCqFNDq2bgJKuDm4gL1yHGKP09G9UGvSQ7AoPA39zqdMPu4poMaM/GJoiejUbGO1fWqr6NAGoszmbhUuxcvNcOvzk5czl3XXgiOgNd7q45fvw4li9fDqfTibS0NKxZswbR0dGC25pMXtGhoaEBLpfwZC0AVFe3uCpiYlpcHL79yW2kjuG/TyiuoV1Q6IbsCWw/Jd7zsjUxqkgfh2uHKasKSY3WY1SGKfCGPRF9NE9chI2bMR5sj8E0k0G2kBJFDIQcLg9sTnlOQIvDha8OK3Mofrq3EKkmQ+ANRagy27HzbCVmP/8Vig/zHbyTVMdQWtOIfomtE5K0ahXqrS4sWL07oMAeaqExJVqP1Gjv3+jm0b3w4aLxGJ3J/27VqhkkRoYhJVqPzDgjZg1Owvv3jcWm5ZNb9TcWwmTUYfHlffDmgtF4/75x+OctwzEjJ0lQaLQ4XFiwZreo0AgAxy7V49a3dqFOQFRMIpx0TID0i14xBkzsy40iFxKazxP9SfsktFJsFHiICCg2SoiJceGBxeE5Q1Pw/I1DBf/uPgxaNVbdNUrwnvGHbGbvaDexkXtMqZ6N0NBiFQqFQqFQKN0PMbFRbHln4ubRvQSjA6U4U96IpzceQ1UrikEpFErrIZ/vGm0uuFlCvPGfZ3UTz+uq7hHFGSqEBK3oNhD1GIZBtETRRnxEGGICzEUIFUt3RdQqhvcbZHG4eElcZJFzj4Uo4DY0CYRCc3FKqLU4EMEQKQdhkdzXPLHRb07OXMFdFyHPMNPWdClnY0FBAZYsWQKz2Yz4+Hi89957SEpKEt2+d29v/KHb7UZJSQnS04Xde8XF3vhDo9HIOV5SUhKMRiMsFkvzNkI4HA6Ul5dzzhmqa1COwjxllRaIaM35uidSzrSgY1SNccDAuZjLavH85pOyXUd3TsiEpgs8MHUYpgygtFZ0dWOQ79fk/vHNPQYDEaZRQ69VweaX1VprduBUeSM2HytFZaMdRp0aYzJjMG9kGiL9BijFNVbBaE0pTpU2YkZOgqTrTYoqswPvv7sKmzQrEaXhR5S+o3sFRy1f4FH7nwBEKT6+D7vLg7e3n8W5yuB7JgbLHeMyoPITky7rF4/L+sUjr6QeBwprYHN6EB+hw7TsxDYZyLaW5zefxMFC8fvaR35ZA57YeAz/d/tIzvKkKO59PyM7ET+fJKqe4BWt5o1Iw6OzsrEy9wxnHelsZFmWLzbGBx8ZAYg4GwNUE4aHSYiNEfIqvm8bl4HRmTFYu6sAXxy4CLPDWxwQG67DLWN64e6JWUiTITYLVWGStEV1PXleqZ6N1NlIoVAoFAqlOyLqbGyDQq9QYzLq8OC0fnjlJ34bCTHcLIu1uy7g55Pl+GTJBKTH0jEehdIRkM93DTYnz9nIcTOSBg9155t/6Cga7S7k5lfwlp8qa0C9zRlycS/GqBVN74oN1wWci2gLx2VHER6mgd3VUvRvdbhhd5JiY+f/PW0XCMEvvKlnY2udjbUWJ4wgWvzoIqRf+4uNjcRnJ5yKjYooKyvDwoULUVVVhcjISKxZswaZmZmS+wwePLj5vw8fPiwq9B054g2/HThwIGc5wzAYOHAg9u/fj8OHD4ue59ixY3C7vROVgwZxI9daew2KUSuM1hg0l6+SUyR/0KzBxqhOfRzQ6mEA8NKtw7Hkg/0BozDHZsVg0eTAPQN7NDGZQOkR0dXBvl+Hi2pRa3HAFGCw4SNKr4XN2TJouXnVLhTXcitUNh66hOc2n8Ty6f3w4LS+YBgGHlZ5HKrD7cF1r/+KkekmbDst7sIV43LmMN7QvAQNIy5yDlUV4C3307gB/4OaIAVHu8uNf+8pCmrf1pAUFYYFE4R/HwamRGFgSvACantQZ3Fi/T75f7dvjlzCiqtzkBLdIo6Rzsb9hTWc16nRejw2OwfTshOa7/GESO5npYIYhJfW22BxtDh2tWoGvWKCd3+yLAuznS+WswE+E1IxqoFckf70T4rEM/OG4q/XDUa12QGGYRAbrpN0PJJo1SpoVIxoDLJaxbRJsQg56HdLxqhSZyOFQqFQKJTuh04tPGbrCjGqAPDQzH6oMtvxwS7xHmJCFNdYce97e/DNQ5fLKnyjUCihhSxoMDvccJGfRX83o4dIvaIxqgCAg4U1WPLBfkHx78cT5Zj24ha8eecojO8TJ7B3cJgEWtAAQJReA51GJbq+Zbvu896RUaoWh0CMKnU2eiGdjYwdAAuUHQdOHfcWECQNBiKUxZjWWpyI4ImNgWJUzYDbBZzaDJz4kruOjGzuILrEKKyurg6LFi3CxYsXodfrsWrVKuTk5ATcb/To0YiI8CrA33//veA21dXV2LPH2+Vz+vTpvPXTpk0D4HVV5ufnCx7Dd+zIyEiMGTMm5NegCI1O2Q/XuAdad75uytRs8WqAoHo2XvZfwLj7m1/OyEnC23eNlqyKuWpQEt67bxx9gAiESbzogGVUsCO4wcDJ0gbcuXp3U+PkwJDZ7aTQ6MPicOPF7/PxP1+dAMuySDUZoFEgbvg4V2HGttOViJMhrsSF65q308CFF7RvSwqNPrJUZXhE87nia/NRWm9DlUjv07YiITIMaxeOCxh/0Zn55mgJxyUbCA8LfHHwImdZIiE21hJO6muHp2LeyDSOmJ5A9KesJJyN5yq4rsbMuPCghbSiagtueGMnPtvPTw1Y82sBFq/dJxpJIelslBGjSqJRq5AYpUdCZJgiodGH1Hd0W0128ZyNZGyPP9TZSKFQKBQKpRvSlZ2NgLe4/X/mDsY7d4/BpL7KJtPPVpjxzZGSNroyCoUihdB3Dy9pxn/Sn4xRVXcZ30+bcbK0Hnet2SPqMgSAarMD97y3B0eKAyc+yUUsRjW+aS4kUPFyd+nZCHh7WPrjFRsJZyPt2ehFx51TMcGMzbo/Yd5vtwAf3wJ8OA94KQf4dAFwcb/sw9ZYHAjnxaiSzkZCbLRWAf83ynuueu48IHa8Anx8G2Crk30NbUGnv2usViseeOABnD59GlqtFq+99hpP0BNDp9PhpptuAgD8/PPPze5Bf15//XU4nU7o9XrMmzePt37evHnQ672Ttq+88gpvfXFxMdavXw8AuOmmm6DVcr94QnENimBUwLX86xRk6p+AjPGtO183ZfaQZMSLxPG5oIGd5Q4OXo9/whuTSpI5GbjtE+DK/+E1TZs5MAlr7h0reI7Vd4/B23ePQYTEpDrFi0dCbIQ2HImRwbt6jl+q50VLiqE0ivP9nQX44UQZovRazB6SHMzlAfBGog5KiRRdPzQtGp8vm9QsPl2l2odkpkZ0e5Ib1dsRAX7UqhyCiXiVg67JTeaPQavCfZdl4ZvfT0ZOcud2LgbiQrXy2NnCKu57lBwlfd+Py4rlLYuP5H7nkc7GcxXc/qe9ZfY0JSmqtuDGN3fiUJH4Q8NPeWW47Z3f0CAQaS3Zs1FmjGooIfs2+tNWk12KejZqQ9t7lEKhUCgUCqUzoBUZZ3WFno0+GIbBlYOS8OGi8YoSOgDg4z2FbXRVFApFCqFoSZ7YyHE2kj0b6TzfUxuPyyrstzk9eOLLYwHTj+Qi5lz0zSPESCSb6TSqbmUGIcVGq5DY2EWKd9ocIsrUyNgxUEWkkbFuIO8rYM1VwJHPZB22zuqEEYTgHihGtb4EqJVIRDi1GfjgesDeKL5NG9Op7xq3242HH34YBw8eBAA89dRTGDNmDMxms+D/rFa+k+iBBx5AXFwc3G437r//fnz11VeorKxEQUEBnnnmGaxbtw4AsGTJEiQk8N1siYmJWLJkCQAgNzcXDz/8MPLz81FdXY3c3Fzcc889sFgsiI+Px/3338/bPxTXoJhRdwE3rQEM/MlkAN4bdfbzwLQ/tf5c3ZQwjRpPXzdYdD0ZzXn1rKv52cg3vgPc9w2Qc7XocUrrbILLU2X0CuupsCyLXWersHzdAQx+6jss3MjvQ+eD0YXjzvHSccuB+PeeQtic7oDbRemVDxjf3XEeALCwlVG5ZfU23iDg2mEp+HzpRGz63WXoHR/eLJ7PUe9RdOxwxo4pqpYiCSUCk9JelHK5clASkqO5YtpHiyfg6esG8xx9XRGVzF6h/pD9RcmejdxtgbG9+b8PCRHcvx1ZZUj23uyTEJzY+MfPD/P6QQqRV1KPf3x3krdc2tnY/mKjVLRIm4mNhMDpkhrOaejvCYVCoVAolO5HV3c2+lNSZ0W1wkSYI8W1IZuAp1Ao8hH6jlHkbOzhMaonS+ux53y17O2PFNfhcHFonFomEZOALyHJoFOLFhN3pwhVwPtv9cfscMHupDGqPBpKvY5BuXhcwBcPABd2Bty01uJABAgtiyc2kvNuMn73Lx0Etr0YeLs2olOXU5SUlCA3N7f59ZNPPoknn3xSdPu0tDT88ssvnGVxcXFYuXIlli5dipqaGjz66KO8/a6//nosX75c9LgPPvggLly4gE2bNuHbb7/Ft99+y1lvMpmwcuVKxMUJR1+E4hoUM/RmIOda4PgXwKnvAGsNEBYJ9JkGDJsP6Lu286c9uG54KhrtLvz5P0d56ywIgwktE+99ohiglqhqSB8X8BwFlcIOJrnRnV0RlmVRZXbA4fIgNlynqDLI5nTjj58fwVeHLzUvK2IkMrF1RjwwtQ+2nCrHwcLgohdqLE7sOluF6TnS2dvBxCnsPl+N4hoLRmXE4IlrBuKZb/KCusYqM3fwqtOo8Or8EZyIS58IE4d6xcePY1r2qRdpgDw4NQqzBifj5R9PNS9zuj2IDNOgIcT3850TMrDjI26vysTIIHupdkL6J0YE3ijAPmTPRn8GJkcJOnF5zsYGO1iWbRYyyRjVvvHKr/PEpXr8dk7+g8WG/Rfxx1k5nOsN14WmZ2OokHQ2tlWMKjHod5MPtz7UYYCq6024USgUCoVCoQRCrGdjV3I2+nAEUaTpdLPwsIDIn4FCobQRQmKjU0psJHs2qruXaKWUH4+XKd7nh+OlGJFuavW5AzkbASDWqMMlAWNIlEQbrK6IkUiMos5GAYr3AetuAazy57AAeF2OW54H7tkkuVmNxQkjo7Bno1wOrAWumsdLWWwPutcnRYSRI0di06ZNWLNmDbZs2YLS0lIYDAYMHDgQ8+fPx5w5cyT3V6lUePHFFzF9+nSsX78eeXl5sFqtSE5OxrRp07Bo0SIkJSW16TUEhVYPjLjd+z9KUFw/IhVPbTwGp5tbOWBh9YD/57WuCHD6TcQzKiAqLeDxz1cKx1MKRQd2Js5VNGLd7kJsO1WBepsTUXotpg5IwJ0TMkWdbzVmB9btvoBP9hThYlM/Q62awazBybh3UhbGCMQ6+sOyLB5ZfwjfHi3lLC9mJdzA2nDotWqsXTgOi97fi70F8uND/SlvEHag+hNslVNxjRW9YoxYfHkfxIbrsOI/R2FrpSOwTzy/l15cUwZ9MD1HbWgZeJE9GJdc3hvLp/eDyahDeYONIzaa7S7cNjYD7+8sUHxOMa4ZloIJvWN5n5HIIJylnZU5Q1Lw9KbjsmNodRoV5o3kft/EheugYrz9HEnG9xH+rJH9Dm1ODxrtLkQ23dvnKrkxDME4Gzceuhh4Iz+sTje+P16KW8ekNy+TdDZ2SIyquPjZVoNzXu8EsSgebdd3+lIoFAqFQqEIISYqdsXJ0YTIMDAMoMSoGGy/cQqF0joEezYSrZakY1R7tlus2qLMxQ14RZlQEC0Sk+qbLwMAk4jYqLR1UmeHdDY22F1wERNIPbpnY/V54KObAFuQPUPPbwUqzwDx/UQ3qbM6EQHiXiN7NmqDFButNd6ihw4obujUs7O9evVCfn5+SI6VlJSEFStWYMWKFUEf4+qrr8bVV4tHYrbHNVDal1/PVPGERkBAsKkgov4iU2R9oAuqupaz0e1hIkIBowAAIABJREFU8dy3eVjdFP/po6zejtPljVi94zzun9IHj8/O4Tz4HLtYh3vf28uLZXS6WXx9pARfHynB0ql98fjsbF4cpI8tpyp4QiMA2KFDBRuNBEYgVqGpia+3L2JK0GKjHPdlsAMP/96DN47qhXd3nMexS8rdh/70E3DG+USY/Z5sXKE+qOh4+zzZouvmj02HqWnAFhnG/RvYnB4subw3vj1agnIZsZmJkWGS280ZkoyXbhkOi9PDE9G6U39Tg06Neydl4f9+kdcvdP6YdJ6j72RpA3QaFWxOvnA9UqQiUKdRIcao5QzkKxsdcLpZbNhfhKJqbrxDMD0bfYUGSrhE7BMeJv55JAXT9kDq+6GtYrzc5AdAzL2oNQovp1AoFAqFQuniiImN2i5o9YvUazEjOxE/nxRvEUJy/fDUNrwiCoUihtAznptsa+EvMNIYVQ7hOuVzN1LpRkqIEXE2xvs7G0XSkrpbjKqRmMeoFYjy7tExqtv+GbzQ6KN4r6TYWGNxCDgbI7mv1RpAowdcgU0wPNi2aW0ViB4sUVMogfnlJNfe73twIXs2ooIQxaPTIQexGFW5jqb25ulNx3hCI8nb287hb18db35dVG3BXWt284RGklVbz+KNLWdF13+4S7wBbpGYu9Fvon3X2SrJ80sxvFfguIZgIhU0KgZ9ElqEQbeHxeny1jfxFRIb45tEmPXuqXCw8gcMx8JG4DybIrguUq/h9BfVa1Uc8RTwRjN8tHg8UqKlHVbzx6Rj+2PT8a/bRmBgCvfH1aBV4717x+KNO0dBr1XzXI3hOjXPydnV+cPM/rhioLRjHgAm9InFX64Z2PyaZVm8+tMpXPt/OwSFRgB44ft8nKsQvs/iI7jfbc99m4cJz/2MZ7/l907821fHUScSqytGMLFW5D5SDyedLkY1xGLjpVorlq87gM/2FXOWW1wik2pa2q+RQqFQKBRK90QrMs7qij0bAeCeSVmyt1WrGNw5IbPtLoZCoYgi1CqDxqjKZ0If4RZkUowPYh8hTAYRZ2O4v7NR+P0JpnVSZ4ZMjCLdo1o103Pd89Ya4NjnrT+OS7zY3uNhhZ2NQrGpwUapdkCEKkDFRgqFh9nuwid7CvHIp4fwnwPcyL/5Y70iooUlxMZyoteeKbDYWG9z8iIpfXRGZ+Nv56rw0W+FsrZdu+sC9hZ4M61f/em07MiDf/10WlCUdLo92HqqQnS/Ila4n6Jb4xUb3R4Wu88HJzZe3j8eWTIcXMFUOc0akswRRy5UmXkZ6cEg5WysQjRWu6+RdRwX1Hi6/nrR9Q02Fxas3g2rwzt4ZhgGEUScaaPdhQFJkfjuD1OwZEpv3jFm5iRi7cJxeP6moQjTqnH9iDSsvGMUZ5vwMDWm5yQ2u17rrdzPR3cb9AGARq3CqgWj8NDM/oKu2YgwDe6f0gdrF47jOOve2nYOr/50WvLYxTVWLFi9GxUCLtIEovflDyfKRHvIbDxcgvlv7VIkOA5KUd4veFAqd59OF6MqUe0XyhivcxWNmLfyV3xztITXEtwl1rNRQ8VGCoVCoVAo3ROtyCRoV+zZCHifO++ZKE9A/MvVA4NKGaFQKK1HSGx0kcGBbn+xkXQ2dp9UpmCY1DdO0fdXmsmAGTnCc35KERMS/eflxJ2N3et9I2NUa4l42x7taizeH5yTkCRC3EBQb3OCZYFwEIIkGaMKtEJs7Jj3sGuOwiiUNoBlWby19Swm/P1n/Pk/R/Gfgxd5ws/07EQwDGAG4dKqPMV9LcPZKOZqBDpnz8YPdhUo3P4CaswOfHX4kux9HG4P1u8r4i0321382EA/xJyNTrX3fTpxqZ7jFpVbnaNRMXhoZv+A27EsKysm1B+1isGSy/twluWXNig6hg8yKqh/YiRvG/8M+n+6bsW3mpmSx3RCi4ccy7GfFY9QBYADhbX4+7ctYjsZZ+r7u0cbtZg7jNtXMD3WgDX3jsXUAQmc+FxSPKyzOsH6NTDpzv0a/dGoVXjkygHYvWIm/nXbCDw0ox9+P6Mf/nnLcOxeMRMrrh7IGQBWNNjx0g/yoscv1dmwMpcf00qKjYE4WdqAJ788Jnv7G0elCT6ciZFmMmBKf+7nW0xsNGjVvCbn7UF7xKg63R4s+WCf6PeMmxWLUaViI4VCoVAolO6JmKjYVZ2NDMPg6esG43fT+4k+rxq0ajx7wxAsnMwv4qRQKO2DSsXwEp34zkapGNXuOX8hF5WKwZ/m5Mje/rHZ2SFz2Im1P/KPUY0R6evY3YrcyRjVGp7Y2DV/S0OCvXWtrQAAYdFAn+miq2ubTDlGhpjj0QmJjQLLApE2psP6w/bsbziKIioa7Cips0KtYtA7PrxDJnXbCpZl8b9f5+HdX6UjQn/38UGkmQywNhAT8g4iktCUEfCc5yXExsZOFqPqcHnw44mywBv68e2REuSV1MHhVubU236qEsum9kVpvQ1muxtx4ToYw9RgGIAV0RvFnI3qpoqQXecqOcvH946FUafGT3niPTE0KgYv3TocY7NiJa+3vN6G5R8fUNQPUsUAz904FCOI3nknCbHRqFXD4iQiNwjSYw2cXnoqBsiK5/dpi/OrzvJAhced96M2cwoGFKzDGFWLWM6qdbBnX4+bD4/GMU/g+xgA1u8rwqNXZSPaqBUQG1sG1qQDTmwQRw4AnW4WNqenufKqnhAbu1t2Pom+yfEZiPX7igR7zIqxYX8x/jgrmyPekTGqcvj6yCX8+eocpEQHFrbiIsJwx/gMvL+zQNaxl03ry3uwEOvZ2BERqoB003QlwqoUP54ow9kK8d8MXo8QH1RspFAoFAqF0k0RjVHtos5GwDsJ/+isbNw1MRP/3lOEX89WotHmQky4FjNyknDz6F6ik+UUCqX90GlUcDla5mp4z2P+AqOHmN/r4TGqADBrcDKevWEInvzyGMR8BQwDPHnNIFlzIXIRczb6F+eL9XXsbt+9pLOxmkik69FiozEEsb0jFwA6/tysj9qm+dEI0tkoKDYG4Wyc+hhgUb5bKOg+ahElJLAsi0NFtVi3uxAHC2tgdbih16kBFjjnJ44ZtGrMG5mKRZP7CEY2djV+OFEWUGgEAKvTjcoGOyxkz0YSGTGqBZXin/qGThajWmd1KhIxAMDNsjhTLj45Lsb5SjOmvvj/7N13dBzluQbwZ7Zr1XuX1dx7r7iAiWkOPWDAgE2HkFBCCkluegIhuTcFktBtSuih14Dp7t24d8uSrGr1tmXuH7JkTd2d1e5qJT2/czgH7c7sjqWt83zv+36GY7Wnfz/T8pNQkBKNQxon27UqGy32aOwub8B7O05ILp9dnIJb5hbihfXHsGL1EclJfJMAnD0qHbfNL1aEgXInmztw5WNrJc8NX3ITo/Dbi8di3jDlMcsrG2+cW4iv9ldh8zH1ocTD02Nw18JhuO35zd2X5SdHq7Y7kLeXbGz34Km6iTjQMRQ5QiWyUYPvLxqJWdNn4bmNJ/HN5t2K29DS7vbire1lWDpjiCL469kS2N+Q0Go2wWkzo6XHh/f6Vlf3hyH5TNOBWtlo1Od7tVsNq2lsd2PT0ZOY2+OxaLSyEQC8IvCfzaW4Y4H24Oue7j9vJEpqW/DJHu2wHwCWzc7H1dOVgbfWzMa+aKEKhKey8cUNyorvnjxabVQZNhIREdEAJe/u0qW/Vjb2lB7nwPcXDsX3F/ruskNE4WezmCTnKxRtVCUzG2Xn90wDK7QK1NXTh2BcdgKe/OoQ3ttxortQwWIScM6YDNwwpwAT8xKDdn+1zR147IuDqtc9s/oIbjijALEOKxI126gOrL+bvIBI0UZV5zzHgJc7HYhK7JzdGIjUkcD8H+lucrKlA2Z44BBklc/BmNl4zoPAsEXA1q3G9gsSnqGlbk3tbtz14hbdaq8urS4PXlhfgv9sLsXflkzEotEZYTjC0HnyK99BY5c2txctFof+RvG+K8KO1PSfykb5ipdQOtGg7Iu9/tT8Ry1aYeOzm6vwP59/qbi8OC0GFrMJS2fm45oZQ7CzrAHl9W2wmgWMyoxDWpyPv+8pD36wx1DQCHTO/VQLGgFgb4U0bJxekIS7Fw7FlpI6vLKxBB/vrpTM2ZszNBVVshmXRRrhv9NmUQR4Byo7K3KPi2k4jjTkjlsARDlxtKZU9Tb0dLUFVpvZ2EVe2ai3MizOYVWEjRnxnX+XBtntDLR2FoEyMjuxizwATg2gshHQr9SWs1lMeHTpZDz25SGsXH0EFQ2yx3BqNG6dV4TLJudI2ut2cdrUK52T+6iyUW9moy1Icw72V+i3WNac2ciwkYiIiAYorQrG/lzZSET9g7yNs0uUt1HtcU5P0UZ1EIc4MmNz4vGXKyfiNxe5cPxkK0QRyE6MCnoV4eHqZlzzxDqU1rWqXv+XT/bjnR3leO6G6TptVAdWhOKUnec92cw2qt2sDmDiUmD134zvmzcL+M4zgCNed7P6FheiIT//LWiEjbLzvJkTgfItyu2GzAHOuAco1h+bFWoD65lChnW4vfho1wm8s60cXx+oNlxR1+724s5/b8GLt8zApCCuOAmnktoWrD+sH2bJtYg+TsjH5/i8Dd2wMcIqG2PsFgzPiA14pmColYvJ8IgCzII0fShvUf8Q96NXtyE9zoEJuQkQBAFjsuMxJlv/jUDuZHMHXt9iPJQrrVMfMtza4VE8JoZnxEIQBEzKS+z8b2MJ7nt1e/f1G4/UwiVrU6tXaZwcY0NLrfqHq0SnFTmJgQcTXZGQvI1qQ5t22Kj3YS0+yioJnnuGYg2sbFQVyO8hVrY6LyWAykbg9N/fXxazCbfPL8ZNZxTi6wPVKKltgckkYFh6LKYMSVQNGbvvSxAQbbMoXieTogM79t5yhKGNqlerh/Qpmm1ULQwbiYiIaGDSmtmodTkRUbDIv+cpFn9K2qjKwka2UVWIdVgxMjM0v5emdjeue2q9ZtDY5UBlE5at2IDfXTxa9fqBVtkoLyqRn2cb1GEj0Bna7X0PqDng/z5TbwTO+1NnD2AfTrZ0wCkPG20x6vvKA0j5TMmsicDFjwGpw/w/1hDiGdpB7Kv91bj3la2KqhKjOjxe/PmjvXj+xhlBOrLwKqk13sRYt42qM0W3L3OXIzqVQPI2kX3pQGUTnllzRPd4+5obFpQjGTmQzmZs1vg71bW6sezp9Xj3e2cgKyGwk/Ef765Au9vYPEoAKNP4gLO/slFSqZUSY1PMz5tWIJ0f+U1Zg+KNaKhe2Bhtl8x37GlsTkJ3wBNIa+Suikp54NWzStdIRaI8iKxv6Rk2Dq6Zjf6aMzQFG4/63+bBaTNjUp60VXCglY1aFbW+WM0mzB+uPnNVj9NmVoSNKQO4jWpuolP3vZozG4mIiGiw0QoVB0IbVSKKbPIgRhE2enVmNrKNali9uP6YZEyTnt3lDdhyVH2M0UDrqCWvbJRTG880qEQlAte+BbxwBXBih+omXrFzFFc3q9OvoBEA6lpciBbkYaNGu1T55bWydsBDvxUxQSMArbNTNNB9vq8K1z+9vtdBY5evD9TgYFVTUG4r3PQqaLS0QrvNZp3Nd0vZ+hYXTrZotzzsy8rGqsZ2PPLpAVz/9Hos+NNnOPt/P8cza44GFKyFixVutKpUm44XDiJaPmz3lJMtLjzxpf/tc+UqGwN77miFjXtkVaPDM2IV2+QlOSUz9TxeEdtKpB+E9IJCvTBmXI/Kzm+PzzK0islpM+OCcZkA1Nqonn6cG2mjKr+uZ8ConNk4sD70BWrJtDxYTP6/nl00MVvyu6tsbMPK1UcM36/FJOCSScEb2u4PeQUtACT1VRtVncrGYK0GvHSyfrW89sxG3wtfiIiIiPojm0X9cy8rG4ko1OSLGpRh4+mRMPDIw0bW/YSLKIp4ft0xQ/u8ta1M9fJgt3bta/KZjXJ2nfMcg0Z8NnDTp8DlK4CCuYA1Gh6YUSom41/uC/B3z0XS7Zt8j6XrUtfSgRj5+Wq7xvlcXzMb09WrcfsKHzmDUHO7G99/cQvcXv22bEb94b3dqFSZtxfpitKiYeD8PACgWaeN6uoaJ17eWKK7/2FZu0x53hnKysajNc14d3s5Xt9yHGsO1sB9qg2n1yvijx/swawHPsFDH+7FZ3urcLi6GcF9lATfvOST+MD2Iww1KVuaXmr5Cl/Y78IM0y7VfV/ZVII2l0f1Ol8CDRHK6lohqrRElLeoHZ4ep9hGEARMy09SXN5TUap+ZaOWsTmnw8bEaBuumJqrez89XTUtrzu0irXrVDbKHtd6FYny63oGlcoKSX5YB4D0OAfuWFDs17YpMXbceebpbQ9UNuHbf/8aL/l47VJz8cRspMX6N+c0WJx2ZbjWd2Gj9oq/YIWNF07I0l0s4NasbAzv34WIiIgoXLRCxUHf+o2IQk7++mOsjSrPX4RLbXMHDhvs0rbteL3q+0jcABvf47uyke+lADrbHo++GLjubeCnZXhw2teY3f53POC+Cvu9svOmTSf8vtm6VhecgqyIRbOy0UcnsfQxft9vOPCRMwi9ubUMdTpVdYH6eHclZj+4Co9+flA1TIlUabEOnDUy3dA+rTptVEvFFPz09R04VqNdpi9vSVosC4h6VoMFy5qDNbjmiXWY99BnuOPfm3H3S9uw5PG1OOOPn+KRT/fjh69txz8+OwiXJ/C/XbSPN6tgy0YVHmr6KYpM5ZrbJAuNWGF9EJOEfYrrGtvc2F8RWEXuuJwE3xupaO7wKEI3QCVszFB/M5marz0bNTshCtEqFV9dkvUqG3OkMyvvP28kphfoB5sAMKc4BfedM7z7Z3nFWaPOzEa9lWHyFhUNradvh5WN2u5aOBQ3nVGgu01GnAPP3TgNmfGdLTYb21y47qn1khmZ/pqYl4BfXRj+VVTRKqvw5G2Hw8Wh014kWG28nDYL/nH1ZM0P/NqVjWyjSkRERAMTZzYSUV+Rf89zyaeUsY1qRGgNsLhArQHemoM18AS5aKcvsY1qYHqex6wSZeeFDVU2upSVjTZlh7vOy3UqG61OIFH/HGC48VPYIPTGVmUFWLC4PCL+8P4ePLzKwADVCHDL3EJ/2yoDAFp02qiWiilweUQ8t+6o5jbylTVjs6VBT5vLC5cneG1LX1x/DFc/sRZfHahWXFde34aHPtyHVzcd7/X9TPVRdRdsP7U+jzRBvZ96Tw7BhQetjwMqdZqBfviYmp+oOx9Rj1orVWUbVWVlIwBM1QkAfc3NS9YIY1JibMiIkz6mHVYzVi6fhuWzC1Q/hETbzLh5biGevH6K5EOIPPhrbNcOG/V63suDSEllo2Jm48BaYdYbgiDgp+ePwiu3zsQF4zJhNZ9+YctLcuIn547Ah3fNxYgej6+XNpT4HJYu57CasHTGEDx/43Sf7TeCzeMVVSuSHWFe7NBFr72ILYgnu6YVJOHFm2dgWLryee4RNe7HwrCRiIiIBibObCSiviL/nueRn17vWdnINqp9JinaZriTHdB5Tlbuuy9swZLH16KupSMIR9b3oljZGBBJ2AjpuXw0Vfh9O3UtHXAiwJmNPaWNAkyR9bfiK9wgVF5v7KRyIP734304Z0wGhqZrpPIRZkp+En594Rj8/I1v/Nq+RaeNaqmYAgB4bdNx3H/eSNVtjsjaqI7MjIN5W5lklUxTmxuJQWgLuPpgNe5/fQfCsQBnRGYsPttXFfo7ApCBGnzLtNHv7YeaSjHTtAtrvNIqLL1qPz2CIODus4fh9uc3G963rK4VIzM7w57a5g68uuk4qptOl88LAlQDBaCzCtZhNal++PF4vWh3ezRXIGm1YRybHa86u9RhNeN/Fo/CXWcPxXvby7vb/xalxOC8cZmqc/MUMxt7VCE29qKysWfYyMpG36bmJ2FqfhLa3R7UtbhgM5uQ4LQq/s6BzDDIjHfgg+/PRbwz/L/31Qer8ePXdqgOeL9hxYZTlZ2FAc3iDZReG9Vgn+yamJeID++ai7WHavHBN+Wobu5AlNWMRXEeYI3KDqxsJCIiogFKa1FXz8V2REShoKhsFHVmNiraqPL8Rbg4bRbMH56GVXv8rzjTs/5wLZat2IAXb57R7yv/OLMxMAk9zoNVyisbW2o6Fxr48Ryva3UhRpCFjZozG3UKSyJsXiPAysZByRqGxFsUgefWalf2RaKlM4bg8WunYEiSU3GdfCWMr8pGAKhp7tCcByhvo5qfEq0IbpragzO38e+fHAhL0AgA7W4vbplXGJb7WmjeDItgrPrzHNN6yc8jMmJRmOJj0K6O88Zm4ifnjvC5XVaC9PFSVteKupYO/PDVbZjxh0/w+/d2S643CQJe21yqaEfc2ObCshUbVINGAPj6QA0u++caSXDZZV9FI17aoD6Pz+MV0eHW/l3GOay4cloefnLuSPzk3JH4ztRc1aARUM5sbOzREthIG1X5dT2rGeUzG+M5s1GT3WJGepwDidE21QCuvtVleIZBeX0bHLbwf3z4bG8lrntqvWrQCAAtHR78/r09eOD9PWE9rnCGjUDnQoeZRcn41YVj8MhVk/Cny8fj7DHZ6htble9nRERERAOB1aIeKrKykYhCTTmz0UgbVZ6/CKdrZw4J6u1tOVaHlzXOrfUnUTrnMQC2UdXS81xlE6LQLh+z1uxfAc7JZrXKRq2wUee8dYTNawQYNg5Ko2UtO0Plne3ac/QC4fWKaGhzobndjd3l9fjZGzuw4E+fYcpvP8bC//0cv39vN47WGDtpLnf2qHTF/LHshCi8feccyWUtOjMbj4up3f9vkp3cb2xz4bm1R7CrvEFyeUGKU3fWXaAOVTVhzaGaXt+Ov8rqWvGjRSN8zowLhmQ0+N5Ivo8g3WfpzCG9roC6ZV4RViybihmFyvamw9Jj8MAlY3HumEzJ5QermnHZv9bg5Y3HVUM+j1fEz9/4Br95Z3d34Oj1irj9+c1YfVD/77mjtB7LV2xAu/t00P3p3kp8++GvNPf9Yn81lq1Yj5aO3j/mtCobRVE01P5Ufh0rG0OjXSdkDsV+gapvceF7L2zxa6bso18cwmd7g7Ny0R8OnRNaYTvZpfWF1aq9MIaIiIioP9Nso8qZjUQUYvIWk27dNqqsbOxL84al4tJJOUG9zWfXHlUUB/Q3ZpOg2yqVbVTVJUT17BgnoEaQVTc2nvB5Gx6viIY2t7KyMaCwMfIqG7mcYhBaMi0Xb28rC/n91DR3wOMVYQ6kQXYPByqb8OyaI3h9SykaNAK46qZ2HKhswuNfHsId84txz9nDYArwfmubpf23h2fEYkRGHFJibKhu6ryuVaONaoMYhQZ0vggUpkZ3n2j2eEX85eN9eOqrw2juUFY7/uLNnYpVJcGobNxRWt/r2zCirK4NJlPnzLhRWXG4+6VtkuvnDkvFifpW7Kto6vV96QW+Wnr+3eYUp+A7U3J7fRwAMH94GuYPT8Ph6mbsPdEIrygiN9GJMdlxEAQBT311WLL9uzvKUdWorD6Ue+rrwxidFYdLJ+fgkz2V+HK/cuammu3H6/GfzaVYMi0Pe0804rbnNmlWQ3b5+kAN7ntlOx65epJf96FFHvx1PY5bXR5FUGRkZmNXNaPL41XM2Yxj2BiwBKcVFpMAt4Hy5yirGTFhntP46ubjmq//ap76+gjmD08L4RGdplvZGK6TXYLGMbCykYiIiAYoi8b3fVY2ElGoyV9n3NBro8rKxr4kCAIevHQsnDYzng1SB759FU0orWtFTmL//r7ttJk1F5IzbFQnP1dZKcYjCz1mNTb5XvjeVUyhqGxkG1Xqr2YWJmNqfqKhfeJ1KpC02MymgAbx9vTs2qNY9JcvsHLNUb9ONIsi8PCnB/Dgh4G30atpkoaNydE2mE2CJJhq1mij2tVCFQCumpYHoLMi7e6XtuLvqw6oBo0A8PXBGhytlVZlNsqqwAIR7uqjsrrT80Atsna9MwqT8MzyaTh/bFZQ7mujd7jhfTaInfssGp2Ox66drLkaNlAFKdE4Z0wGzhubibE5p+cgZiVI56b5EzR2efSLgxBF0fCHoq42xg9/esBn0Njl3R3l2F1uvGK0J60KXXkLVafNrPv7l88D7Aob5VWNFpMAB3vJB8xuMeNbo9MN7XP+uMyAF3ME6j+bjxva/ot9VahsaPO9YRCEu42qKq0vrBZWNhIREdHAJAiC6nzGYH/HIyKSky8q1W2jKq9sZNgYdhazCb+5aAw+vmcurp+Vj6LUaKTH2TEsPQa3zC0MaNZvXUvvz9n2Nb25jXYfbVYHK/m5yhMeWffIpgr4UtfSmTtEo1V6hVYFo9bl8blAVIL6dX2In8IGIUEQ8M9rJiM7Qf8kpEkAbplbiHfunINNPzsbGXHGTlpOyEvoVYvK17ccx8/f+AaeAAYOPvr5IXwTYFVfdbM0CEqK6SyRvnZmfneQ0gqbYj/gdNiYEmPH5ZM7w8ln1x7FW35UksqrvoJR2Wj0b9ZbPedUyueq5Z2ahXnltNxeV7sCwBaxGDu9/vdebxCd2BR7Ft68YzYeXTrF5zDkYMqWhY1G7KtowqZjJ7H6gH9VjV12ljXgYGUTPvjGWDvj3s5ajZUtTGh3e9Hh9qKhVfp41pvXCCirFbvCSvm8xrgoa69b4Q52187MN7h9cGce+OP4yVbfG8mU1hnfJxB6YXfY5hxotlHt3ystiYiIiPSoBYusbCSiUJPPjHXJKxs9OjMb2Ua1zxSnxeKX3x6NT+6dj3X3L8RHd8/DT84bGdBoHvm5r/7IadM+X8HKRnWxdouksKpSlIV9flQ2njwVVPe6jWoEVjUCDBsHFY9XxKo9FbjpmY246JGvu1uCqplTnIKXbpmJn5w3EmOy42GxmLDkVKWev66ZEfgJ6TaXB795Z3fA+wPAM2uOBLRfrez3khLd2XozI96BR5dOhsNqgggTWkVl4FgqpiDOYcET101BvNMKr1fEk7IWmv4KxszGGYXJSIkx3m7UX7EOi+LNqby+88WyRCNsTI9z4Oa5hX7dvn6Q3KENAAAgAElEQVSEJOAh9xXwiv4FTX91X4xxBZkYnxv+VR9ZPoJ9X/aUNRpqc9llS8lJv2bcSfY5Vmf4fnqyW0yKVWFN7W5FZaOv1qfyMLK5wwO3x6t4XujNfST/zChMxvWz8v3a9vb5RRiXE/7nUCALFOTV1aGiV9kYtg/oJq02qoEvdCAiIiKKdGphIysbiSjUbGbp9y+PKG+jqhM2srIx4swuTvG9UQ+5SVHI7ectVAGGjYEwmQTJSKgqUV7Z6HtmY31rZ+6gaKOqGTZqXM6wkfpSWV0rLnzkKyxfsRH/3VWB4ydbFS02F45Iw58vH49PfzAfz904HVPzkyTXL505BGmx/gVXozLjcM7oDNXrSmpb8NHOE3hvRzm2ldSpDtV9b0e5YnaiUe9/4/sJrqZGdr/JMadDxdnFKXj11lk4Y2iK6sxAb1wuXr9jNiacCrTWH6lVVPj5KxiVjTaLCVdPNxYS+yMr3oF7zh6GVffO7w4Ru3S1UpX/u3N7bHfft4b7DK9j7Rb8dckETMzTDjY+807Aj903wi3qv5T9y30BnvSch1GZcbrbhUpStK1Xb9RmU2ArdM0BhC1tbvVWv/4SBEHRSrWpza2oSPRV2ei0mRUBU0ObGw2y9sKBrEAjpf+5YBRun1+k2frabBJwz9nDcN8i4+2Lg2F4eqyh7W0WE4akhOfDv0OnejF8bVQZNhIREdHgoxYs8gQpEYWa/HueorKx58xGRRtVnsOINEsNFstcPX1I2EfLhEKUbtjINqpaEnqGjZBXNkrbqLo9XlQ2tqGysa27c2OdVmWj2szG/f8Fnr1I/UBKNwOtJ40dfBhwOcUgUNPUjisfW+sz9Pp8XxVumluIghT18tykaBtWLp+GpU+uR3WT9sy5otRoPHX9VMWb75qDNfjHZwfw5X5pO8jC1Ggsm5WPq6YP6Q4XPttb5c8/TVdjmxvtbo/hF8ga2b8tWVYZOCY7Hs/eMB2uPycAjY2S67KGDEVR6ukXh6M10jmMRgRjZiMA3Da/CF8dqMamo4G/ADltZlw8MQs3zy1Ccowd0TZzd+vK7IQo7Dlx+vdQqhE29gwlTSYBv794DM4akYaVa45IHhNxDgu+MyUXy+YUIDshCovHZWFLSR1e3XQcJbUtEAQBxakxuGxyDm56ZiNerluAPd483GR5F+eYNsAqnP5Q94VnLJ7ynIPPvBNhs5hw6eScgH8HvSEIArISonC4OrDHw5DkaJw5PA0f7PQ/QJ8yJFERBPsjNQiVsDEOS3dbAABobHcpKxt9hI2CICA+yipZdNDQ6lI8L+Ki+DYWDCaTgB+eMwJXTc/DC+uP4cv91WhscyPOYcG84Wm4aloeMuL7bv7fldNyseZQjd/bXzAu02f1bLDYddqo9vnMRoaNRERENIDZOLORiPqA/Hue21AbVZ7DiDRT8xNx7pgMv4pWilKje9XJL5Loz2zke6mWeN3Kxs42qgermrBy9RG8vrkUjaeKiRKcVlw2Kac75PVZ2bjhSeDdewFodKw79Cnw5LeA698FYtIC/vcEG1/hBoGHPtzrV3Wdyyvivle349MfzNdsWTcyMw7v3DkH//jsAP6zuVRRfbdodDoeuny84iTvs2uP4n/e/AYqRYw4VNWMn7+5E18dqMbDV02C1WxSVC8FwmwSFEOb/aGobIyWtUttqwfWPwZrs3IWXlTFRqCjBbB1hjy9mSXXFIQ2qkBni7+Vy6fhnpe24KNdvntHyxWkOPHWd+doVpBlyeYRltW1wuXxdlc4dpEHX4IgYOGodCwclY6apnZUNLTDZjEhL8kp+eAmCAIm5SViUl6i4r7vWFCM+1/fge1iEe50fQ8JaEShUA4TvDgupuIEkru3vWpaHpLkf8swykpwBBQ25iRGYXphMkTAUNi4dOYQTMhNQHZClKHZdeePyzR8jHIxdivQY9Bxo0pFoj8hYZzDIgkb61tditmPsXauCgymnEQn7ls0Avct6usjkTpnTAYKUqL9eg5ZzQJunONfq+ZgsFtMEASovr8F8h4UEIaNRERENAhZZSf8zSYhoPb7RERGyBc6KMJGSRtVeWUjT8VHGkEQ8H9XTIDLsxkf79Y+b1qcFoOVy6cpunn1V/qVjQwbtcQ7T59brhRl56qbKvCfzcfxw1e3K8Zh1bW48MRXh9H18hGtFzYe+Vo/aOxSvQ94+Vpg2ftALzKIYOIjZ4Crb3Hh9S2lfm9/rLYFn+/TD6Qy4h349YVjsO7+s7BgeKrkujFZ8Yqg8bO9lZpBY08f7qw4tZ0YlIqUyUMSAwr7apq026ii7hjw2AJg1W+Vq5MAzK19DXhqEdDUWZnZs8rRqMYgtFHtEmO34P7zRgW07+Hqlu45jGrUwsayulb0fE2Ntpl1g77kGDtGZcWhOC3GUCXQkmm5uHFOQffPdYjFZnEYNoojJEHjWSPScP95I/2+3VDIig/spP+y2QUwmwTMKkrG4vFZfu1zxtAUXDAuC2aTYGjFVazdgosnZgd0nJLbcSjbqMorG321UVXbpqHNFVBoSf2f3WLGE9dN8dnK22wS8KfLx2NUVvhaJguCoPlBvM8rGy0MG4mIiGjgklcxhm2hFxENar4rG93q/w+wjWqEcljNeGzpFDx81URML5COFStKjcYvF4/CW9+djeyEgfMd22llG9VA6FU2ehpO4N5XtiqCRsk2p66K1muj+tX/wmfQ2OXYGuDoav+2DQOepR3gVu2tUMxm9OXd7Sdw5oh0n9tF2y2YXpiMT3u0PD2kUnXyl4/3+wwau7ywvgSrD9RgfK72nD5/nT/WeIVWS4cbrS7pzLrukKyjGXjuUqD2oP6NnNgOvHAFsPxDTMpLwNC0GOyvbDJ8LMGqbOyyvbQ+4H33VzRhmMbMtKwEaWvFsro21XmNvany1CIIAn56/kiMzIzDPz8/iAOy33NGnAPXzcrHTWcUwNLHXzzloazDakKbS/+5ee6YDFw/Kx9A57/1T5ePAwC8va1Mc595w1LxyNWTulf0Lpudj1V7KrDhiH4bXUEAHrh0XFBmIMbKZza2K8NGfxYUyFut1re60CB7XnBm4+BRlBqDN+6YjT+8vwfv7yhXfHibmJeA+xYNx6wiY8Pdg8FhNas+n8MWNgpq9yMAlt63RSYiIiKKVPKw0arSVpWIKNjkCxuUlY1u9f8HADPPYUQqk0nABeOycMG4LNS3ulDX0gGnzYKUGFtIzmn2tWidCk1WNmrrObOxBtKw0expQ7TYiib4HmulrGw8Ndau7hhw4GNjB7VpBZA/29g+IcKwcYCrbuzwvZF8H515jHLy+Y7ysHFnWT22ltQZuv+jtS04WtsCkwDoLATw6Rdv7cTHuytw4xmFmDcs1fcOUFY1xjosp1dzbHm+szzZH6WbgF1vQhh7GW6ZV4QfvLLNyKEDgKJFbW/tOG7s79CTRyctlq/qKatr1Z3XGGyCIODSyTm4ZFI2Nh09iX0VTfCIIvKSnJhdlNznIWMX+e9pypAkHKxqUq0adVhNuG5WPu771nBJGyC7xYy/XTkBS6bm4pk1R/HZvkq0ubywmU2YXZyMa2YMwYLhaZJB1Q6rGU9dPxV3vbgVn+xRr1qOsVvwwKVjg9JCFeic2dhTY5uy/ak/lY1qYaNiZiPDxkElKyEKf18yEZXnj8SqPZWoae6A02bGtIIkjM6K930DIeKwmAEo23/3aRtVa1TEtNEgIiIiCgV5K0MbKzGIKAzkLZxdbKM64MRHWf06b9Wf6bZR5cxGTT0fFy5Y0GKJh9N9usAnVahHk+jrPLio3Ua1crfxg6rYaXyfEOEr3ADn0Hnh0BKlU0YtVygLGw9XNUEUxe4VH9tKAq+m603Q2OXL/dX4cn81vn/WUNx99jCf22vOaxRFYOOTxu5841PA2Mtw6aRsfFNajxWrj+hunhnnQHnD6ReaxmBXNh4P/G+hFxbKK/ZK61pxrCZ8YWMXQRAwJT8JU/KTfG/cBzJlFaC1zR1IirZJwsZpBYk4f2wWLpqQjXin+ocaQRAwqzgFs4pTIIoi2t3eUzPjtEOFWIcVT14/FdtK6vDc2qPYWlKHdrcXabF2XDAuE5dMzglqaCdvo9qoVtkYSBvVVrdyZqODb2ODUVqcA1dOy+vrw+jm0PggHrYP6FphIxEREdEApmyjyoVWRBR6ispGUfZ9TLeNKs9hUGRgG9XAJMjO1zaYk6RhI+pwGPrFHFFoh0mQBR9dYaPK2Daf5Isa+hBf4Qa4KUMSfW8kM9nAPnnJTggCutukNrS5UdvcgeSYztZt7W6Pzt7h89dP9uONraX49vgsLJmWpwjIutTIqjq7/h1oPQlU7TF2p8fWAF4PBJMZv1g8CvnJTvzq7V2KjstWs4DF47Jw8aRsLH1yffflwaxs9HpF7CxrCGjfotRojM/RrhhKi7XDbBLgOZUOt7u9imrWvOTQh42RTv6YO1LTjDZZy94/Xz4BuQaCWUEQ4DCwOGB8bkJQWhT7EmOXvvE2tbkVsxb9qmx0+FHZOMBXmlH/oPU8tJvD9AFdNWzk6y4RERENbIqwkW3fiCgMlDMbZa89epWNbKNKEUK3spHvp5rk5yFrTYnIwOHun9OEOp/jFmPkVY0WB2A+dV4nPtf4QQWyT4jwkTPAjcyMw6Q8/8MFm8WEyybn+L293WJGTqI0RDnco5VqepxDvktQZMY7cMeCIqTE2Pze52hNC/6+6gDmPLgKf3hvd3c41pO8jWp3ZWOH8ZmLEL2Au/PFQxAEnDUyXfJaYxKAn18wEqt/fBb+94oJijAqmJWNh2uaJeGlkfWeN8wp1K2as5hNSI+VzgXbIgsbjQRoA1VWvPTv29LhkVTvZsY7FM+l/kpebdjU7kZDq/GwUVHZ2OZShJasbKRIYNcIG8N2wsukcv+W0Lz/EhEREUUKeStDefhIRBQK8iDG0MxGVjZShHDa9GY2srJRS4LsXGU1pLlLquB7jJlT0JjXCAAZY4HUkcYOavyVxrYPIX4SGwR+8K3hMPmZLt18RiESo/0P8ACgMCVG8nPPuY3zhqUiRmfgrFFnj0rH1v85G6t/fCYmD0lEdZPxmZReEXj0i0P46es7IMpmEVY3a1Q2RiXBWEQHwBIlqSzZWSZtYzoyMw43zClE6qmgLtYuD2i0S6Ab2lxYufoIbly5Ad95dA1uemYjnl93FM0a1ZA7ZC1UR2TG+hX2XDQhC1dO9b06Qh6Udri9kp/D0UY10kXZzEjSeW5NzU8aMAOn5c/5xja1Nqq+Xxfkj9H6VuXsR85spEjg0AgVwxY2CgIgyO6LbVSJiIhogFPObOQpLiIKPfnCBre8caDn1PkPUWTYSBHLyZmNAZGfq6zwSLsBpgq+x5gpKhttPbIVQQBm3Ob/AcVmAqMu9H/7EOMjZxCYVZyChy4bD7OPxPGKKbm4x4+5hnIF8rmNPcLGaLsFl0/xv1LSl4Uj05HgtEEQBGw8crJXt/XihhKs2lMpuaxWq7LRHgMULTB2ByMv6HyBOEXexnR0Vpzk51hZaNLm8sLlkYZ2ALDi68OY8ftP8Iu3duLj3ZVYf7gW/91VgZ++/g1m/P4TvLj+mGIf+bzGaflJeO22WZioUfUaZTXjzjOL8efvTIDJj6Raqy0t0PkryNa5fjDJStCuNJpWEJmzJgOhmNnYFlhlozyQbGh1obGdlY0UedTaqJpNgs/33aCSf2ll2EhEREQDnMXEykYiCj/5wgaXvLIRIuD1qM9eYxtVihBsoxqYBKe0kKTMIz2/nwo/KhtlYWOrSVakM3EpMOZS3wdjiQIuXwlY7L63DROepR0kLp2cg+K0GFz31HrUyU76T8pLwPWzC7B4XGZAlVWFqbKwsapZ8vPdZw/DmoM12HOi0fiBy/ztk32YMzQF2QlRaHX1fh7kyjVHcdbI9O6fa5plYWPPNq1TbwIOrvL/xqfeJPlRGTZKVz44rCbJ7EOgc9Zdz0rTh1ftx58+2qd5l43tbvz4PzvQ3OHBDXMKui/fUSp9oRubk4DitBi8fvtsbD9eh7e2lqGisR02swnjc+Nx0cRsQxVjemFjRpzD0FzBgSwrPgrflKrPzhxIYaO8srGupQPNHdLnqz+PL0UbVZXKRn9CS6JQc6is+rOF+2SXyQJ4eryHMWwkIiKiAU7eRpWVjUQUDvLveh5F2IhT1Y0qg9tMPIdBkUGvspHncbUlOKXP4RJXrKScL93kO2yMFlolP++u8aBpXxXmDkvtvMBkAi5+rLNqcf1j0nM9XZKLgYsfBXKmGP43hBLDxkFkXE48vLK2oSuWTcX84Wm9ul15ZeOhaul8wziHFf++aQa+++/NWH2wplf3VVrXhptWbsQ7d85BSkzvU/sv9lXhZHNHd6BX3aTRRhUAhp8LjL4Y2Pm6z9ttG389HHnTJZfJ26jKKxsFQUCM3SJpN9nUfjps3H68Tjdo7Ol37+7C3KEpGJoeC49XVARc43Lie/x/Asbl+D/XU022TsUe5zWephXKJjitKE6NUb2uP4qRVRuW1UnfRC0mQfdDTRd5IFnX6kIjZzZSBFL7IB72k12Kyka+9hIREdHAdaK+DQcqpAuaS0+2oqS2hd9BiSikfFc2orOqUVR2K4OJIQ5FBr2ZjWFfPN2PyIseSt3xQI9apQmJHXDUmtDmUnn+nyJvo9rodeD25zbhv/fMO33u2GwBFv0OmH0XsPU54PhGwN0GxGQAYy4BChd0hpIRJvKOiEKmprkDDW2nq4JMAjCzKLnXtysPG4/UtEiq8wAgKdqG526Yhmh7799Ud5U34PP9VThnTEavbwsAqnoEjDWyNqopPWfsCULnioHxS3Rv72n3Iuyc8DPJZdVN7ahoOH0/gtA5s1FObdZdlxWrj+jeb09eEVjy+Frc/dJWXPbP1ZIqUIfVhKIgB1t6lY2c19jp6wPV+Hh3hep18VFWtAShUjdSxNqlb7wnGqRvonFRVr+qqOVv4Cfq2yB7aQnqTFiiQDlUhqeHPWyUz2y0aC8CISIiIuqvRFHEI58ewJwHV2G3rHtSaV0r5j70KX737i7FOQkiomBRtmwW4BZll7nagN1vyzYTgBM7QnpsRP7SKgKwmU1+jdQarBxWs6TNbJUo7VwY567FqnvnwaLzO3QK0vOkzXCgucODZ9YcVW4ckwrMuRu48nngmteAix4Bis+KyKARYNg4qPScpQgAOYlO2FVOkBqVFR8lOana4fYqKpkAoLqpA83twQlUXlh3DEWpMThjaEqvb6vnao1aWRvVpBhpH2ZY7MDF/wJuWgVMuBqIywbscagyp+M591lY1P4AfuW+DodqpC8a8haqBcnRiFYJSeRVWk3tnWFjh9uLd7eXG/p3VTd14PUtpdhSIi3fbnN58Yf3dgf1yxfDRn0vrj+Ga55ch+Mnlc8LADha04Lv/GsN6lpUyuL7IfnjWP5Q87f1aZxsu3a3dFVQtM0MC1dbUQRQa6Ma9hkHrGwkIiKiQeD/Pt6Phz7cC7fG91lRBB7/8jB+/uY3YT4yIhos1L7rKVqpPjYXePN26WWiCDx6BvDvK4BW360WiUJJK2zkvEbfep7XrBJl3QJbqmESRc3PKYCysrFZ7Fws/vLGkn6/WIqPnkFEPktRPmsxUCaTgIJk2dxGWbAJAPsrpe1VE3oxa23fqXYpv75wDBKdgd9OUrQN2YmdQZkoiqhplrVRjdZo1Zo9GbjoH8A9u4CflODhcf/Bz9w3YK+YBwA4UiP998tbqI7KUlY1AsqQpqtlZF1LhyJo6Y0nvjqMH722HaIYnBcwho3a1h+uxf2v74CvX/Wu8gbc+cKW8BxUiMnbqMrJQ0TN7YJ0O0ShFpltVFnZSERERAPLrrIG/O2T/X5t++91x/DV/uoQHxERDUZq3/UUrVQbSrVvYN8HwLMXAe1N2tsQhViUVtiospiapHrObaxHNLymHsVKohfHjx/T3d8pDxvRef6mtrlDMeKtv+GjZxA5KJulKG9/2hvy4FI1bJTNU5hemIQ375iN2cXGW7l2rQ4oSInGizfPDDjQumJqbnf7g4Y2N1ye04mQIMDvIDNf3kq2ukXys7yyUStslLeE7KpsDEX11qubjuPDnSeCcltxDotmO8vBPi/jkU8PKCr7tHy5vxrbSvr/6jZfrU19hYhdLGaT7m1xXiNFCrta2BjuqltF2Ki9CISIiIioP3pmzRFD2xsZRUJE5C+1sNGtNrdRT9kW4IuHgnRERMZpzWwMRhfEgU7asU1Au0PaebGqXD9sjFFpo9pFryKyP2DYOIgoKhuDGDbKg0t/KhuHpsVifG4CfnPhGMP3l5N4+iTq8IxYfHzPPDx81UTMLk7W7YncU4LTiutn5Xf/XCNbOZDotPkd8snDxkOyf/8uWdg4Okvaz7lLjEMabnbNbEx0WpEVH/wqlWB9+RIEAVkJ6sc3mCsbj59swef7qgzt8+91+m9I/YHDatYNWvxtowroB5NxDlY2UmTo0zaqXg+w5z2gRbZy//hGoP54eI6BiIiIKMREUTQ8WmTVngq0dLhDdERENFgpZzaqVDb6Y/NKwKU+boco1KJUFk0DbKPqj/go6di1Vpu0kKq+uvNcjBNtKBJKUSSUwoHTuYOislHszDnsFhNS5CPd+hk+egYReQBWmBoTtNuWh43y+wJUwsb0mO7jmJCboNhez6WTciQ/2ywmXDAuC8/fOAOf/3AB8pP1Ay6TAFw0IRubjp5Ea0fnHEnFvMZo/5/c8uD2SHVzd4vSpna3InwdbbCyURAELJmW5/fx+GvtoVpUNLT53tAPagHSQHiR7I3d5Y2+N5LZWV7ve6N+QK+VqpH2p3rbsrKRIoVDZeVfWNqoNlYAT54NvLgEcMtey4+tAf46Adj4VOiPg4iIiCjE2t1eNLYbCw69IlDT1OF7QyIiA9S+6ylmNvqj9SRwcFUQjojIOLNJUA0Wwz4Spp/ZV9GIQ1XSjGN7nXQMW3TlFvyf9RFssd+MT+z34RP7fdhivwUPWh7DcOEYogXpIoOuysbF47P6fWUpz9QOMO1uD37yn+0ABBSlRuPCCdlIjbXD4xVxVDZHMLRtVJV9xw/IwsbitNNh5/I5Bfien/PqUmLsWDw+S/P67IQovH77bDz86QG8srEEDW3KLyResbOqb8XqI4hzWHDltDyMkVUbJhsIG7MTomAxCd2lzq0uD97/5gQcFhNe2FAi2TYt1o6UGPVZkPIqrqYex37V9Dw8vfqIIhTtrYqGNqTHBV41Wd/iwg9e3YYNR04qrmt3e3H5v9bgL1dOQE7i4KtwdHmMz9l0uft3uXyXGLtF87FqqLJRZ1vObKRIoTbrIOQf0NsagGcuBKp2a2/jdQHv3A2YrMCkpaE9HiIiIqIQsppNEARANPh1SW22NhFRb6h1cjLcRrVLQ1kvj4YocE6bGe1u6blLtTEx1OmJLw/hd+/tVnwWKXPHSVK28+uehUn2a4wSOnCF5TNcYv4Su0VpQVEzHBAESDow9leMqgeYdpcXL6wvwQvrj+G37+7GrAc+wY9e3Y4DlY2SeYRRVjMyehEwyRWkSKskj9e2or7F1f1zTVO7JHgwCUBRj8rKxeMy/arcc1hN+Oc1k3x+YUiMtuHnF4zCuvsX4pnl07BoVJrmtg1tbjz2xSH88cM9ksu1AkE5URTxxtYyCLLurbc/vxnLV27Ef3dVSC6vbe7Ac2uPqt6WvLKxse307zA5xo4nr5vi97w7f6m1f/BXQ5sLVz6+VvFv7Gnj0ZO47J9rUFY3+FpDZCUYn5mWqdGOtr/Rm7VopP2pXjDJykaKFGptVEM+s/Gr/9MPGnt6/4dAa/+fB0tERESDl9kkYHyOsY5IuUlRg7rTDhGFhtp3PZcYYEBj5msU9R21uY1so6ru3+s6sxa1RU+VkH4+0fsNWgUPxgqHJZc1iw789LyRGJOtPnatP+GjZ4BzeUS8tLEEtz2/WXJ5fko0TH7ONvTHifpWWM2nb08EMOV3/8UPXtmGXWUNihaqeUlOSWAoCAJ+d9EY3LVwqGbP6KLUaLxw0wxMzU/y+7iibGY0tLnw4a5Kn9sePykNw5L9+FIiiiJ+9fYu/OCVbZIwV4/bK+Jnb3yDv368X3GdvPWkvE3MxLxEvHHHbMwplg6eDVSs3dKrCtcH3t+D3eUNPrc70dCGH722PeD76a/GZcf7bOkrd/HE7BAdTXjpBYFGKhv1tuXMRooUYW+j6m7vnO/hL1cLsO2F0B0PERERURhcPd3YaJGrpw+BIF8VTETUSyaTAIvsnKo70OaB2ZOCcEREgXGqdGli2KjU1O7G79/TXuxdJRpbDCX/aHLlnFG48YzCQA4t4vDRM0gcqpLNawxiC9WXNhzD4oe/VoRtLo+IVzcdx+KHv8IL645JritOi1Xcjskk4K6Fw7D2/rPwy8WjsHh8Fs4elY4l0/Lw/I3T8fE98zAxL9HQsYmiiIdXHTD+j4J/MxtXnmrFGoj/+3gf1h2qkVymmNmo0gK2MDUG184cEtB9yl06OSfgtjL1LS68tum439t/ub8a+yuMzzDsz0wmwVAJfFqsHeeMyQjdAYVRsMJGvUCRbVQpUqi9joa0z37JOqClxvd2Pe1+JzTHQkRERBQmi8dnYWhajO8NAWTGO7BkqrFwkojIX/LFpe5ATrFnTwEyxgbpiIiMUw8b2UZV7vUtpWjSmRtdJfauInHemPxe7R9JGDYOUvIZi4H6aOcJ/Oi1HfB4tav6PF4Rb26T9iAfmq79BSE+yorrZxfg70sm4vFrp+APl4zF7OKUgFYkbjtejz0nAgu4kn20UXV5vHjks4MB3XaXp76Wlk3LAxqtF7ITDW29ul+gM9i8YU5BwPu//025oq+3L69vKQ34/vqra2YMwcKR2m18u9gsJvx9ycQB86au20Y1yv8Vf2yjSv2BXa2NaihXAzZXG9/HaDhJREREFGEcVjOeXjYVQ3x0j0mLtWPl8mmId3JxInAGu9EAACAASURBVBGFhjJsDOBczrwfBuloiAITpRY2qpzfGOw+36vdMVGAFzlCVe/uwObfQqr+gI+eQao3rTO7eL2ibgmxHn9XI/bWHj9afGpJ8VHZ+MnuClQ1tgd8+wDw310VktmWsbIqrkaVykYAKKvrXdjotJnx2NLJyE0y1uJTegzGZzCWDsK5jRazCf+4ejKump4Hrc7FOYlReP7G6ZhemBzegwsh+WO5J0OVjTrBJNuoUqRQq2wMadgYyAdRW+Cv90RERESRIifRiTfvmI1b5xUpuhHF2i24flY+3r5zDoalK7spEREFi9UsDxsNLoY+50Fg2KIgHhGRcZzZ6J/6Vpfq5TFowUrrg/gf63O9uwP7wAkbWRYySAUjbPzqQDWO1LQEtO9QlTaqoeDSqbj0xVdl447S+oBvu4tXBMrqW7tXXCraqGpVNtZLQ7vrZ+WjrK4VH++uQM9/ssUkwN3jAotJwKIxGfj+WUN7/eXLbDL+5mMJYJ+BwGYx4fcXj8V3FxTjxQ0l2FpShw63B2mxDiwen4UzR6TBHMQZqpFAPn+0JyMhISsbqT9QndloDuHrXc4UwGwHPAYWvAyZHbrjISIiIgqjBKcNPz53BO5aOBTbj9ejvtWFGLsF43PjVU+cEhEFm/z7nkte2ThhKbDzNcAlO2+afwYw526g+KwQHyGRb6qVjQOk41owqRVUWODGE7Y/Y4YpsEIsiQFU2chPYYNUYUrvH8RrDgXekq0oLXgzI/XkJEYFvK+vmY1uT+BBZk89QyZ5QKNZ2VgvrWycXpCEc8dmoqqxHUdqmuH1ishLdiIhyoa1h2twsrkDTpsZk4YkIi3WEZTjHpUVF5Z9BpKshCjcc/awvj6MsNBro8qZjTTQOFTajIR0NaAzCRh9MbD9RT93EIApy0J3PERERER9wGE1Y1pBUl8fBhENQvLvex5RFtCMOBdoOgEc+O/py87+DTD7e2E4OiL/OFW6NLGyUemMoSlYtUfaSvVS85fBCRoBho3UvyVH24Iyu6BJIwjzJScxKmyrDWcXpSA11h5Qu9OUGP2wMSO+96Gdw2qSBKKxispG9TLtE7KwMTOh8zZSY+1IjZVWZC4Y7nteYCAWDE9FepwdFQ3+/W5tFhMumZgdkmOhyKNXdWikIlHvtSqOlY0UIcLeRhUA5t4H7H0PaPejXfiU5UBSYWiPh4iIiIiIaJCQf99TVDZ63UBrrfSytFEhPioiY6JVCgU4s1Hpkkk5+OMHe9Hq8py6RMS15o+Cc+OCGbDod1fsT/joGYQKU4NTVZjoo/JPy7AwzWsEOt/8l84YYng/i0nw2erxvLGZsPSy9eVFE7Ilwau8srHN5YXL45Vc5vWKyrAxCMGnURazCbfNK/J7+2umDwn4MUP9j1agGGO3wGKgvaReFSRnNlKkUA0bQ9lGFQBSioGrXgIc8frbjbkUOPfB0B4LERERERHRIKKc2Sj7TuhxAS2ysNHJSmyKLGyj6p/4KCt+eM7w7p8zUYvRpqPBuXF7DCAMnNFaDBsHoWDMawSAs0YEVjG37Xg9vj5QHZRj8Met84owuzjZ0D5J0TaYfASJ6XEOnDc2M+DjsplNWD6nQHJZlNWsmN0nryCtae5AR48A0mISkOJjvmSoXDcr368w96wRafjJeSPCcEQUKWLs6kGgkRaqgH6gqNYznagvqLVRDXllIwAMmQXc+jUw4w5l6Jg3E7jsKeCSJwAznytERERERETBIv++pwgbvW6VsNHYuUmiUGMbVf9dPysf954ajZUoNAZ+Q44E6c8DqIUqwLBxUNpZ1oCjNc29vp3xuQkYn+OjokJFTXMHrn1qPd7aVtbrY/CHzWLCk9dNxRVTcqGVH8orFH3Na+zyi8WjMCTZafiYzCYBf/7OeAxLj5VcLgiCYtZdU7s0bJRXNabHORQBZbgIgoBfXzgaf7hkLPJVfg9psXbct2g4Hl06WbHqiwY2rZmNRlqoAtrhpNUsqAY8ROHW5vLgza2liss/3l2B/RW9+ADqr4Rc4JzfA/fuA25bDdz0KXDPbmD5B51VjSY+T4iIiIiIiIJJ3slGETa6WoH2eullrGykCKNe2chzCGoEQcCdZw3F29+dgzmjC3zvoMYeD1z+tPSyARY2cuDVILSzrAHffvhrrFw+DRNyE3zvoOPXF47BFY+tQZvL63vjHjxeEfe+vBWjMuNQHIa2qg6rGQ9eNg7fXzgUL28swRf7qrD5WF339W6vKNne30rB5Bg7XrllJu58YQvWHa71vQOACbkJ+NE5IzCzSH1FU4zdgvrW07MaG2WVjWX1rZKf+6KFak+CIGDJtDxcMSUX6w7X4kBlI7wikJfkxJyhKQwZBymtUNFoZaPDaoLVLMDlkT5HYx1WCAOozQD1T0drmrHs6Q04VK1cwLPhyEl86y9f4EfnjMCtBlpOB8zqANJHh/5+iIiIiIiIBjmflY3NVdKfzbYBFypQ/9dztFcXu0q1I502NiceY686B+JfcyHUlxjbub2+cyFCT/aB9brAsHGAcVjNiI+ySsIqNfWtLixfsQEf3jUXqbGBt+Acn5uAp6+fhtue34S6Fv37lHN5RKxYfRi/vWhswPdvVFZCFO5aOAw3zy3EuF9+pAgZuyTH+D9bMC3OgZdumYltJXV4cUMJDlY1ASIwJNmJBSPSUNXYhroWN6LtZswoTMaYbP1qUHlI46uyMaOPw8YuJpOAmUXJmiEqDS5aYWOcwbBREATER1lR3dQhvR2DFZJEwVbd1I6rHl+H0rpWzW1EEXjg/T1wWEy4fnaAK9+IiIiIiIgoosgX1rvkYWNThfTnqKQBNZeNBgYnKxsDYzJBmLIc+ORXxvc9sUP6sy044+4iBc/WDkC+gsYutc0deG7tUdx9qt9woGYWJeOzH8zHq5uO448f7JXME/Tl9c2l+Nn5o+AI86oJp82CiXkJ2HDkpOr1ydHGA9jxuQkY38tKUUAZ0jS2Sf+e8srGrISoXt8nUbBptVE1WtkIdAaU8rCR8xqprz286oBu0NjTH97fgwsnZCPRzxbdREREREREFLnkgYxHlJ3XbDwh/ZnzGikCsY1qL0y9EeKWZyHUHjK2X/l26c+2WPXt+ik+egYYl4GgDwBeWH8MXo3qPiMSnDbcMKcAHtHYbTV3eFDR0OZ7wxCYVZSieZ2RysZgMzqzMSMuMiobiXqKCVIbVQCIUwkW46K4Vob6TnO7G69uOu739u1uL17ZZLC9BhEREREREUUkn21UmyqlP3NeI0Ug9cpGtlH1iyMOD2c/hEPeDN3NKkRZYdIJedg4sCobGTYOMB6DwWFlYztOBCnsE0VANBg2AkAQss6AzNJp95nch9UnMbJgRT6zsbxO+vfKSmDYSJHHbjErPnwD6sGhL2oBZaydlY3UdzYcqVUsBPFl1Z5K3xsRERERERFRxLMZbaPKsJEiTH2rS/U8xfvflKOyjwqD+pMv9lXhzxva8e2O3+J3rqtw1JsmuX6rtwj3dtyK591nSXeUz3nkzEYaaIxWQ2oxmQTkJTlxpKbF731sFlOfVeZNyEuAw2pCm0v579ea5RgOviobyxukbfsy49lGlSJTrN2CGre0/Wl8ABWJanMeWdlIfcnfduU9GZ1rTERERERERJHJapHOX3TLT7Erwka2UaXIsenoSdz8zEbUNHcorntzaxk+2lmBv1w5AYtG61ftDWZPf30YANAEJx73XIAnPOchCzVwCu2oE2NQhc6KxsWm1fo3xMpGimRGZw2bBCAlxvh8Qi2XTc4xtP0F4zJV+0OHw/rDtZqVoD974xvc+/I2tLk8YT4q5czGph6VjV6vqGijmhnPykaKTGqtVNWCQ1/UAkrObKS+pDWTVE8gVb1EREREREQUeWxm6blMUZCd23TLKsOiWNlIkWHviUZc99R61aCxS6vLg9uf34wv91eF8cj6j5PNHfhsn/R3I8KEUqRiv5jTHTQCwGHRR2DLmY0UyaxmY3/ShSPTER3ASVMtV0zN8/skrCAAy2cXBO2+jfhiXxWWPb0BLo92BeNrm4/jlmc3Ba3y01+xst9fY9vpapjq5nbJMVtMQlDDYqJgUnstCNrMRgY31IemDEkyPDR9drH2nGAiIiIiIiLqP+RjY0STj3OhrGykCPGbd3b5NRbG4xXxsze+gbcPu/9FqhMNbfB3ktxRX2HjAGujyrBxgLGaTTAZqG68flZ+UO8/NdaOvy2ZAKvZ90H8cvFojMmOD+r9+6O1w4O7XtrqV6vUz/dV4bm1R8NwVKfJq8Eae7wByKsa0+McMBn5gxOFkbxKFwisslHtdqLtHFhNfSfeacW3x2f5vb3FJODKabkhPCIiIiIiIiIKB1EUUdkoPT+nmNkox5mNFAEOVjXhqwPVfm9/tKYFX7C6UcGf3KNLI5yoFuO0N2AbVYpkZpOA+88b6de2y2cXYFYIKi3OHJGOZ2+YjqJU9SdLepwdf71yAq4LctDpr7e3laFWp1RcbuXqI2FdxaGY2dijjWpZnfTDTFYCW6hS5HJYlR+2jVQ2er0invjyEP71+UHFdX9fdQCPf3GIK6yoz3zvrKFIdPr3eL59fhHS+2g+MREREREREQXH1pI6LPrLF/jP5lLJ5S1uH6fYWdlIEeDTPZWG91kVwD4DXU6iU9GZUM8RvepG28CqbAxe/0yKGDeeUQiH1YzfvbsbrSozBy0mAXcsKMZdC4eG7BhmFCbj43vmYc3BGny8uxJ1rR2IsVswqygFC0emwWKw3WswvbWtzND2R2pasL20HhNyE3xvHASKmY2SysZWyXUZ8VFhOSYiI2qbO/DQh3vx5T7laql7XtqKH507AmcMTdW9DY9XxF0vbcXbGs/X+lYXfvfebmw7Xoe/XjkRZlb4UpjlJjnxzPLpWLZiA6qb2jW3u35WPu5aOCyMR0ZERERERETBtvFILa55ch3aXMpxSx5flY2c2UgRoK7F5XsjmZMB7DPQOaxmXDo5BytWH/Fr+yNiBqZgn/qVDBupP7hmxhAsHp+F1zYdx6o9p8O+2UUpuGJaLtJiQ19hIQgCZhWnhKR6sjfKZYGdP07UtwFh6oAXY5dWyjT2qGwsl7VRzYpnpQxFloqGNlzx6BocqWlRvf6bsgZc99R6PHDJOHxnqvaT6u+r9msGjT29s70chakxuOdshjkUfmNz4vHhXWfg+XXH8O91x3CiofM12mwSsHBkGq6bmR9x74FERERERERkTGuHB7c9v1k1aATYRpX6B/noLr/2MVDBN5gsn12AlzeWoKVDWeglVx+VC2g1WRxgMxv5aBnA4qOsWD6nAMvnFPT1oUQUm8X4rDebJXxVU3qVjfKwMYNhI0UQr1fEzc9u0gwau7cTgR//ZzuK0mIweUii4vqWDjee/Oqw3/f79NeHceu8QjhtfEuj8EuOseN7Zw3FdxcUo6qpHR1uL5JjbHw8EhERERERDRBvby9DVaN2Rxs3w0bqB2YXGV8MPbuYLYDV5CU78c9rJuPmZzai3a2+CAEAMuIcWLxgDvDh8+obcGYjUf82Ljve0PYmARidZWyf3pCvMpFWNkqrMjPZRpUiyNcHq7GtpM6vbb0i8KjKLEYAeHd7ueRx70tjmxvvbi/3e3uiUDCZBKTHOZCb5GTQSERERERENIC8tum47vW6YaPJAtjjgnxERMaNzYnH+Bz/z3GnxtrxrVE68wYHuXnDUvHabbNw5og0CLI6JbvFhMsn5+DN785G2pBR2jdiiw3tQYYZz4bRoHPV9Dy8tLHE7+0XjkxHelz4KgjlA2ab2k/3xi6rk1Y2ZrKykSLIi+v9f14BwMe7K1DZ0IY02fNrz4lGw/e9u9z4PkREREREREREvhw/qT+SSTdsdCZDkUQQ9ZH7zxuJq59YB7dX9LntT88bCZuFtWp6xmTH46nrp6KktgXrDteipcONBKcNc4emIMFp69zIXqR9AwOsjSofLTTojM9NwPzhqX5tazEJuG2+zgtCkImiiN3lDZLL2lxePPD+bpScbEFFgyxsTGDYSJFjl+yx64tXBPZVNCkud3u02w9ocXuN70NERERERERE5IuvrFA3bIxiC1WKHNMLk/HwVRN1Q0RBAH6xeBQumpgdxiPr33KTnLhscg6unZmPb4/POh00AoA9FohOU9+RbVSJ+r+/XjnRZ9m4xSTgz98Zj4l5yplyodDY5sKyFRtw3dMbFNf96/NDmP/HTyWrTqxmASnR9rAcG5E/Agn8XCr75CQ6Dd9OdgJbChMRERERERFR8A1P12916BJ9VDYSRZBzxmTiw7vm4vpZ+ZIOezaLCZdMysZbd8zBstkFfXiEA1BSofrl1oEVNrKNKg1K8VFWvHDzDPzrs4P49/pjqG7qkFw/b1gqvndWMSYPCc/qo3a3Bzes2Ij1R2o1t/HIqtvT4xwwmdiGgSJHdkIUSmr1W4vI5aiEhBeMz8QDH+yBx4+WDgBgNgn49oQsQ/dLREREREREROSPK6fl4ZM9lZrXu/VOsTvDU8RAZERBSjR++e3RuP+8kahoaINXFJEe54DDqhOcU+CSi4CStdLLrNGAaWDVAjJspEHLabPgnm8Nx3fPHIq1h2pQ2dgOu8WECbkJyE0yXlnVG/9ed0w3aFSTFc9KLoosl0zMwdpD/j+Ox2bHozhN2Zs8Mz4K547JwDvby/26nXPHZCCTzwciIiIiIiIiCoEzR6RhWHqM6igYAHDrNQ9kZSNFMJvFFPbz4IOSWmXjAGuhCrCNKhFsFhPmDkvFZZNzsHh8VthfYEVRxLNrjhreL9rOlSYUWRaPz0JKjM33hqcsm50PQWPwwa8vHIPCFN9vuoUp0fj1hWP8vk8iIiIiIiIiIiPMJgFPXDsVmfEO1es5s5GINLXUAqUbVS6vBt77IdDgX7FFf8CwkaiP7a9swqHqZsP7fbq3Cjeu3ID6FlcIjorIuCibGX9boj9kusslk7Jxsc6g6aRoG165dSbmD0/V3GbusFS8fOtMJEX7H3ASERERERERERmVl+zE67fPxuLxWbDIxhrpt1FlZSPRoFV3DHj8TGDv+8rrRC+w/lHgsflA5e6wH1ooCKIo+jcUiyLe1q1bAQATJkzo4yMhI1YfrMZVj68LeP9RmXF46ZYZiHVYg3hURIHbcKQW9768DcdqWxTX2cwmLJ9TgPsWDYfZz5mj+yoa8fKGEhw+FcoXpETj8im5GJ6hP6CdiIiIiIiIiCjYKhvb8N9dFahu7ECUzYT51p0Y9uFS9Y0v+hcwYUl4D5CI+p6rDXhsHlC1x/e2cdnAbV8DUcGZ8dpXORFnNhL1sWhb756Gu8ob8KcP9+JXbCVJEWJqfhI+/cF8fLGvCu9sL0dVUzscFhMmD0nEZZNzkBxjN3R7w9Jj8bMLRoXoaImIiIiIiIiI/JcW68DV04ecvuCIThtEJ9uoEg1K37zmX9AIAA2lwKaVwJy7QntMIcawkaiPDc+IRazDgsY2d8C38cqm4/jBouGsbqSIYTYJWDAiDQtGpPX1oRARERERERERhY5J53wc26gSDU4bnzK+/ezvA4J/neAiEWc2EvUxh9WMyybn9Oo2Wjo8+GhnRZCOiIiIiIiIiIiIiPxi1qnnCVJbRCLqR7weoHSTsX3qjgLNVaE5njBh2EgUAW6eW4ikaFuvbqO8vjVIR0NERERERERERER+MemEjaxsJBp8PB0AROP7ufr3+X2GjUQRIDM+CiuWTUVyLwJHq5lPZyIiIiIiIiIiorDSaqMqmAFHfHiPhYj6nsUB2OOM7SOYgOiU0BxPmDCdIIoQ43IS8O73zsCNcwrgsBh/ao7O4ocXIiIiIiIiIiKisDJrhI3OpH49f42IAiQIwOiLjO0z7BzAFh2a4wkTho1EESQj3oGfXTAKn9w7DxaT/x9GhiQ7MauIbRmIiIiIiIiIiIjCSquNKluoEg1e024O7fYRiGEjUQTKTnTi6ul5fm9/x/ximAyEk0RERERERERERBQEWmFjVFJ4j4OIIkfGWGDuD/3bdvIyoHB+KI8mLBg2EkWon54/CmeOSPO53S3zCnH5lJwwHBERERERERERERFJ6LVRJaLBa8H9wJk/116QAAGYdSdw/p8HRMtlrX8lEfUxm8WEx5ZOxuNfHsYza46gvL5Ncv2IjFjcOq8IF03M7psDJCIiIiIiIiIiGuxMDBuJSIUgAHN/AEy4Cti0Etj/EdBWB9hjgcIFwJRlQGJ+Xx9l0DBsJIpgFrMJt80vwk1nFGD1wRqUnGyBWRAwLCMWE3MTIAyAFQ9ERERERERERET9lpkzG4lIR1wWsOAnnf8NYAwbifoBi9mEucNS+/ow6P/ZO/MwqYqrjb+3l+lZYZgNmGGGfd8EQURBQQIKsglGooAICn5EMUZUImpiolEjRAwSxKhR0RiDooiC4EbQqHFBMLJIMAqyCrIJzN7d3x/z1LW27r7TbC7v73l8pO/cpW7dqlOnzjl1ihBCCCGEEEIIIYQQGe7ZSAgh3LOREEIIIYQQQgghhBBCCEmKmGlUubKREPLjgc5GQgghhBBCCCGEEEIIISQZ/HQ2EkIInY2EEEIIIYQQQgghhBBCSDI4DuD4zePpTKNKCPnxQGcjIYQQQgghhBBCCCGEEJIstn0bubKREPIjgs5GQgghhBBCCCGEEEIIISRZbKlU0+qd+HIQQshJgs5GQgghhBBCCCGEEEIIISRZ9JWNjg9IzT45ZSGEkJOAZX03OZ68/PLLWLBgATZs2IDS0lI0bNgQffr0wYQJE1C/fv2TXTxCCCGEEEIIIYQQQgghtUF3NqbVA3xc50MI+fFAZ+MJIhKJYNq0aVi8eLFyfPPmzXjsscfwwgsvYN68eTjllFNOUgkJIYQQQgghhBBCCCGE1Bo9jSr3aySE/MhgeMUJYu7cua6jceDAgXjhhRfw7rvvYu7cuSgqKsL+/ftx1VVXYe/evSe5pIQQQgghhBBCCCGEEEISEgkDny4ByvarxysPA/u3nJwyEULISYDOxhPA7t278dBDDwEA+vTpg1mzZqFNmzbIyclBv3798PjjjyM9PR1ff/01/vKXv5zk0hJCCCGEEEIIIYQQQgiJy+HdwCP9gacvAarL1b99swO4vyvw3oMnp2yEEHKCobPxBLBo0SKUl9cMOL/85S/hOI7y9+LiYvz0pz8FACxcuBBVVVUnvIyEEEIIIYQQQgghhBBCPFD+DTB/GLB9VexzItXAyzcCHzxy4spFCCEnCTobTwD//Oc/AQBNmjRBmzZtrOece+65AIBDhw7hww8/PFFFI4QQQgghhBBCCCGEEFIb3rkf2L3e27nLpwOl+45veQgh5CRDZ+NxJhqNYsOGDQCATp06xTyvY8eO8Pv9AID16z0OVIQQQgghhBBCCCGEEEJOHNWVwKrHanF+ObD6ieNWHEII+S5AZ+Nx5quvvkJpaSmAmnSpsUhJSUF+fj4A4IsvvjghZSOEEEIIIYQQQgghhBBSC7Z/CBzZXbtrPl1yfMpCCCHfEehsPM4cOHDA/XdOTk7cc3Nzc41rCCGEEEIIIYQQQgghhHxHKN2bxDVMo0oI+WETONkF+KEjVjUCQCgUinuu+Lt8TW0Jh8PYuHFj0tcTQgghhBBCCCGEEEIIsZP+1X7Ezl9npzzqxxbabAkhJ4BwOOxu2Xci4cpGQgghhBBCCCGEEEIIIcQD5bntEPHHX1SiU5rf9TiVhhBCvhtwZeNxJj093f13RUVF3HPF3+Vraovf70fr1q2Tvp4QQgghhBBCCCGEEEJIHD6/CFj9hOfTcwZcj5zc5sexQIQQUsOaNWtOynO5svE4k52d7f573774ubnF3+VrCCGEEEIIIYQQQgghhHyH6D0VSPVow+02AaCjkRDyA4fOxuNM/fr13ZWK27Zti3leZWUldu/eDQBo2rTpCSkbIYQQQgghhBBCCCGEkFqS0xQY/SyQVi/+eR1GAgPvOTFlIoSQkwidjccZx3HQtm1bAMDHH38c87y1a9ciHA4DANq1a3dCykYIIYQQQgghhBBCCCEkCYq7A5PfAc64xnQ6lpwBXPgoMOJhwB88OeUjhJATCPdsPAH06dMHq1atwubNm7Fx40brnorLly8HAGRlZaFbt24nuoiEEEIIIYQQQgghhBBCakOdQmDA7cA5twL7Pgeqy4HM+kCdhie7ZIQQckLhysYTwPDhw5GamgoAmDVrlvH3bdu2YcGCBQCAkSNHIhhktAshhBBCCCGEEEIIIYR8LwikAAVtgMJT6GgkhPwoobPxBFBQUICJEycCAFasWIFf/vKX2LhxI/bt24cVK1Zg3LhxKC0tRV5eHiZNmnSSS0sIIYQQQgghhBBCCCGEEEKIN5hG9QTx85//HFu2bMHixYuxdOlSLF26VPl7dnY2/vznPyM3N/cklZAQQgghhBBCCCGEEEIIIYSQ2kFn4wnC5/NhxowZ6Nu3LxYsWIANGzagrKwMDRo0QJ8+fXD55Zejfv36J7uYhBBCCCGEEEIIIYQQQgghhHiGzsYTzKBBgzBo0KCTXQxCCCGEEEIIIYQQQgghhBBCjhru2UgIIYQQQgghhBBCCCGEEEIISQo6GwkhhBBCCCGEEEIIIYQQQgghSUFnIyGEEEIIIYQQQgghhBBCCCEkKehsJIQQQgghhBBCCCGEEEIIIYQkBZ2NhBBCCCGEEEIIIYQQQgghhJCkoLOREEIIIYQQQgghhBBCCCGEEJIUdDYSQgghhBBCCCGEEEIIIYQQQpKCzkZCCCGEEEIIIYQQQgghhBBCSFLQ2UgIIYQQQgghhBBCCCGEEEIISQo6GwkhhBBCCCGEEEIIIYQQQgghSUFnIyGEEEIIIYQQQgghhBBCCCEkKehsJIQQQgghhBBCCCGEEEIIIYQkBZ2NhBBCCCGEEEIIIYQQQgghhJCkoLOREEIIIYQQQgghhBBCCCGEEJIUdDYSQgghhBBCCCGEEEIIIYQQCBHk/QAAIABJREFUQpKCzkZCCCGEEEIIIYQQQgghhBBCSFIETnYByLEjHA4DANasWXOSS0IIIYQQQgghhBBCCCGEEEJOJMJPdKLhykZCCCGEEEIIIYQQQgghhBBCSFI40Wg0erILQQghhBBCCCGEEEIIIYQQQgj5/sGVjYQQQgghhBBCCCGEEEIIIYSQpKCzkRBCCCGEEEIIIYQQQgghhBCSFHQ2EkIIIYQQQgghhBBCCCGEEEKSgs5GQgghhBBCCCGEEEIIIYQQQkhS0NlICCGEEEIIIYQQQgghhBBCCEkKOhsJIYQQQgghhBBCCCGEEEIIIUlBZyMhhBBCCCGEEEIIIYQQQgghJCnobCSEEEIIIYQQQgghhBBCCCGEJAWdjYQQQgghhBBCCCGEEEIIIYSQpKCzkRBCCCGEEEIIIYQQQgghhBCSFHQ2EkIIIYQQQgghhBBCCCGEEEKSInCyC0COnmg0iv/973/4+OOP8fHHH2P16tX47LPPEIlEEAqFEAwGUV5ejlAohPT0dAQCAVRVVeHgwYMIhUJo3Lgxevbsifbt2+OXv/zlcS9vZmYmzjvvPHzyySfYtGkTIpEI6tSpg8LCQvz3v/9FJBKBz1fjB49EInHv5TiOWweCtLQ0+Hw+lJaWKsePJfJzHcex/j/R9bHOSU1NRTgcRlVV1TEvt8Dn88Hn86G6urpWZYv3t0AggGg0inA4fEzLGgwGlbpo2LAhKioqsG/fPvdY/fr18dVXX7m/MzIyUF5erpQlJycHpaWlKC8vd49dcMEFeP75549peb/vyN/Y7/fDcRyEw2H3mK3P+Xw+pa/6/X4AcOvfcRz4/X74/X5UVFSckPf4rqP3JbmuAcSUJYFAwNpv5fsEg0G3L8Y792jKLhDfXi6n4zhu2W3yQm8f8jUpKSmIRCKorKw85uWW8fl8CAQCynP8fr9bJr/fj2g0mnAM8oqXceFYovfJHwpe6vFYf7sfIo0bN8bWrVuVOtLr1taG9GM+nw9+v/+46is/RJKVBydajpATh9/vN8ZSHX5/Qk4MyejfgH3clHVLQghJlu+rDkAZ+MPE65w80bdPTU1FdXX1cbFZ/VDx+XxwHCfuvEH3p/h8PmRlZaFLly7o1asX7rjjjoTPyc3NheM4OHjwIHJyclBcXIwePXpg5MiRKCoqSni9E/0+SiyisG3bNvTr1++o75OSknLcDbyEEEIIIYQQQgghhBBCCCHk+JOeno7S0tKkr7/rrrswYsSIhOcxjeoPDOFhFitPGjRogNdffx1TpkxB9+7d0b59e/fcNm3aYNGiRZg+fToKCgqsjsZ7770XTZo0AVCzWuzKK6/Ek08+iRUrVmDJkiWYOXMmzjjjDNdzXhsyMzPdfwcCAaSkpBjnyCtobNdlZGSgpKREOa9OnTrIy8szrhOraQCgbt26yt+ys7Px2GOPuWUJBoPK3wsKChK8jTfECi+dkpKShNdmZGQov9PT091/5+bmom3btsjKykqqXLb6kmnbtq27KlamR48ecZ+Zk5ODUaNGKWWtX7++Uv/16tVLWD75+9rahE7Hjh0BwCiv1+fFi9SYOHGicUxvH40bN3b/Hau8qampxjft27ev++9zzz0XQ4YMUdriuHHj0LJlS+NecpsaNGiQ+29R7xkZGRg3bhxuuOEG5dzMzExrHcXD9j7169fHgAEDjH4jSE1NjdnGxDVyOUpKSvDrX/8aU6dORY8ePXD++ecjPz/f/btNViRDly5d0KhRI3Tr1k05fuONN2LmzJkxv11mZiZeeeUVXHnllTHv7aWdHi0pKSmGLLPJFx1dXmdkZFjb1bGkbt26McuWmpqKUCiU9L0zMzNRWFiY9PVAzfeK1X6PlhPRFk42qamp7r9t+oCXdumF41mXderUOWbl1MnPz0/63onknVgVfDw4nvfOzs5O2O9rOz4JjkaexEMfs4HE+pNXjmU9y/XmOA5CoRDq1KlzzO4v07FjR2Mc8oo8rsfiePVJ4Mchm8nxIScnJ+E5aWlpJ6Ak5IdGenq6Mm8+1iSy2XTo0CGhPhwIBIz7ZGZmeuoXXkgkm0WGJv1YMhzPuj5ecOxKnpMtl5Ntp991ktXXdbKzs4/JfU4GIqPg8bx/PL6PciFZm97x7Ed6Pdrq3fad9ev0+UtaWhratGlzzOyYOtnZ2YpdXu6TZ5xxBmbOnInTTz/dzQApkG1oDz/8sDuvzcvLw/Tp07Fs2TK8//77ePXVVzFjxgz06tXLc/3/MKXdj4zs7GzMnTsX77zzDt544w2MGTMGAwcOBABkZWWhUaNGuPrqq/Hkk0/iueeew+jRowEAn376KT7//HOMGzcOs2bNst574cKF2Lx5M/Ly8vD888/juuuuQ/fu3VFYWIgWLVpgyJAh6NixY9x0ZS1btkSfPn3c3w0aNAAAHD58GM2aNQNQo6DKzs6GDRviueeew3vvvYfTTz9duZ+4pmnTpvjoo4/w6quvKk6avLw8LF++HPXr13ePNW7c2DWGpKSkuB1MOFLz8/PRs2dPjBkzBi+//LLxDl5ShDVv3hyAanTViUajmDFjhvsNBIFAwDim06xZM6Vj33HHHe41e/fuxdixY90UobpwGzBgQEJles6cOTEVsNatW2P16tV45ZVXlPfbs2cPXnjhhZj3dhwH48aNU75tz549MXfuXPe37pjTBXVqaio6deqknKO/ny7wNmzYgIyMDNx9991GmeTBwTYo+3w+XHLJJTHvrRsW+/btq6QH6N+/P26//Xb3t55+FAAefPBBrF69WqkHAOjVq5f7b+Hwmj59unts3bp1uOWWW4wyy4PW0qVLAdQYAEtLS92+O336dHz00UduWYcNG4a+ffsqKQuuuuoqxfEWDAaVVdPNmjXDunXrDAfzn//8Z6SlpaGqqgp5eXmYPXu2+77BYBCLFy/Gv/71L6Wcos1UVVWhTp06bjluvfVWvPrqqxg9ejQmTZqE+fPnY8qUKdizZ49RpzJt2rRRfgs507BhQ+NcwSWXXILXX3/d6HvPPvusm4rRRkFBAaqrq/Hwww8rx+VvLF/bt29fpc326tUrYYDB7bffjrPPPts4Lsu1Rx55BO+//75yrF27diguLjauk8umy+snnngCL7300jExRsd6r4MHDyIcDiMYDOKPf/yj8re8vDw32KM2iG97+PDhhEEEPp9PkSM60WjUKud9Pp/RtmznnHnmmXHvHQvZeaH3N4H8fWORbKBJLCdzoragjxUikKmgoAAbNmzAhRde6P7N7/dj5syZyvnFxcU47bTTlGO6w7ikpMQYW5o2bYrFixcr8kXvvyUlJUp/i+X8XLRoEU455RT3WF5eHpo2bWp/YQm9Hdn0J/2Zf//73129rLZ07dpV+T1v3jylTVx44YXKROjUU0817jFhwoSEhoCf/vSnxrHx48crfatt27bGOXKAi4w+Tgv5L75d3759rbJKZsiQIXGNl7F0lv79+7u6o35Ookme7lAUOmejRo2MoLyioiLs379fOaZPQDMzM5W6yM3NNb5FamqqeyzWmJWfn29cZ6ubZs2aYdmyZe77t2jRAv/5z3+UQD1b/y4qKnL1WKDmO82YMcM4R/+uzz77LHr37u3+tsmiWDJMfh4AdO/eXdEx+/bt66lPJmPkaty4Mc4///xaXweYbUR/5xYtWiA3NzfuPQYPHqx8Exu28aBJkybHzMENmN/gRCP613edcePGKb9t+pmOrQ1MmDDBOt/TjVnFxcXGefq4Ur9+fQwbNkw5Jvdt0Vd1maSPkTb8fj+GDh0a895Hy09+8pOE54g5erLEC2bQ9Q1bO5Tnp7GMvPKYGKt+atvHGjZsiA4dOiQ8TwTWxsNWh7q80t+9X79+6NKlS9z7FhUVGXOJq666CocOHVKO6W0vFArh73//e1xD5WWXXYYlS5Yo85bc3FzlmpkzZ+Kll15Srhs9erQnA2izZs0wcuRI97dsTxEUFRWhc+fOyjFbsJFu87Gdo9d348aN0apVq7jXJZrTJBpfjjex9L5jgReHia2eBYnkRllZWW2LVCscx4nbDhO939HKvfvuu8+YOx2tYyaeri506kQywyvNmzfH3Llz8cYbbyi6nU3fbdiwofJuKSkp+NOf/qScYwtGLi4uVvqurIuJ76NfZ+tzPp9PGRuKioqwfPlyTzpprG8Sbz7/17/+Na49NxqN4tZbb034bMCUXbpOYBuDLrroIuW3/E3EO9tkg14fLVq0UMrslaKiIrfexP/l/tSuXbuE99D1ApssEWO5qBPRPuRrbd9Bt4Hp6WPPPfdc3HvvvcbWU3pbCAQCRp2df/75ynkdO3Y0zmnZsqXrC5gwYQLWrl3r+kjeeecdlJSU4PHHH8c//vEP5borrrjC/ff999+Pr7/+Gs2aNcOLL76IcePGoWnTpqhbty5KSkowdOhQPPLIIxg+fLjx/jbobPwBkJmZiX79+rlC8NZbb40b+TBlyhS3sb711lsAgL/85S/Wc99++20AwM0336wo3TKffvopALPTyecPGTLE/XdKSorb8L/++msAwDfffAPgWyNLZmYm2rdvj7p16xqGF7FXn9zB5Kjqzz//HAcOHFBWp+Xl5bnvXF1djaqqKrRq1UoxNAI1dXfgwAHX6CwEmGxMijU4iIG4vLzcvc62Iu+tt95SvoEo88iRI+MqA9u2bVOEk36f5cuXu+XWHXjTp09Hjx49lPvJBrevv/4ajuMYjl3B+vXrAdQI+Z49eyrljkajhgFSCOfS0lLMmjUL1dXVrjBfv3690t62b9/u/tu2x9uwYcOwceNG93ckEsGYMWOUc4YPH67UXXV1NaZMmWJdkbp7927leTpFRUV444033N+JDApdunTB3r173d8TJkywnifX/1dffeXm2pbZsGGDcZ08SV2zZo2nnPddu3bFJ598AuDbvvvpp5/i9ddfd88588wz8eKLL7q/U1NT0bt3b3z44YfusZKSEuWazz//HK+88ooxmdy8eTNeeOEF5XmibiORCAoLC/HII48ohlq5LQvF6qyzzjK+LfCtjAHUPTzFN09LS8PWrVvdcwKBAKZOnQoA2Llzp3uOrEilpKS4xo7Fixe714n3XLBggVEOQb169TBr1iz3W8jlkH8LunTpony3yy+/PK5yA9TIEd3QA6j1JiajsrInHO068SY3KSkp2LlzpyuHYxFvXBHy/8svv4x7j+HDhxvOkG3btsW9Ri67/G6ZmZnuWLJ58+a49+jXr59h8LFNnnQlv3nz5oZ8040nzZs3T3r1+5EjR9x/V1VVYdeuXcY58j6zsdDLJGcxENgCYWIZNBLJGX2yLvqWGIvl4IBwOIz58+cr52/dutXQGXbs2KEY0b/88kvDQff5558jIyPDNY5VVVUpRiNxnfyutmCocDiMrKwsxZEhdIdE6BMyv9/vBjcIzjrrLOX3+vXrjW/kNQJV3+e2srJS0W9OO+00JWjEVr6rr75akUt169ZVHEQAcNNNNyn1Jq6T28Kf//xn496x5Ibehmx6kRhL4tWF/j56XduuDwaDMZ128t4VNuQ+2apVK9e5vH//flRVVSm604EDB5T3FOOT3v7C4bD7vAMHDqC6uloxblRVVbl6qawryLqcuC5WWQV/+MMfUFxcbLy/3LZtEbkjRoxQ5F9WVhaGDBmiyNwRI0YofVJ8G7kco0aNMuo2VhCe7qjt3bu3Iu+GDBli6Bs2dIeyzVijt6O6desmHYGu17suywoLCxNuS3H66acb1+lO2b59+xrvcsUVVyhGoKNdfRwvk0e84MljhZfxTcYmRwS273C0iOcIXVLw3nvvJbxW1m3k+aQ+BwRMOb9161ZjbNPHsq+++spwgn7zzTfuvYXRWg+k+vLLLxMGoIbDYVx22WVKOWVZH291kJf2aHOk69fZ5gNeEPeR9RCZgoICo6/pwYN169bFo48+6v6uqKhAXl6eUUZ5TPzmm28Mg3QwGMRDDz2kHEvktD148KBxTG8vJSUlMb+BrI8ePnw47rMAGGP48uXLExqAt2zZYhybP38+qqqqFF1bL3ezZs3w17/+NW6Q+vLlyzFr1iylDPv27TNsIHqg1/PPP+9pr+4//OEPuOGGGxRb2JQpU5RzRowYodgLAODiiy827qU7KS+++GKjjehj4tChQ3H//ffHvXf37t2tZRf3Fvazk8W6deuSus6LEyaeI1EQb2+3Sy655JitetL7qpeAixYtWhgBQbL+IXRGXScR7320q9O2bdtm2PxEvdvqP17Qk9A/bHNTgXCcx2uTtfkehw4dQr9+/VBUVKTYd4X9V2bnzp3KPLayshIdOnRQ5PCOHTsMfXjr1q2Kc1SWk0Iv3LFjh/KNZFufIBKJKAGhwi4aK9uHbsOQEXUt60T6eLJ3717j2+osXLgw7t8FssMPqFlYIqPrCAUFBfjVr36ltKGbbrrJ/V1dXY2CggLccccdyvcuKCjAGWec4f4OBoOKHbiqqgoFBQWe9PGuXbu6fVDIenFdMBg06lR8P3neJvqmsGmJBUg2G5dwLopzZN3bNv+K1c5lG7iwi8dbBODz+VBdXa3c7+DBg4hEIu5169evN+aSX3zxhTuXvP766+E4Dn7xi1+4f3/zzTcB1Dhl5bYt6xIff/wxgJpx8lhkKqCz8UdIvXr1XOG1Z88eLFu2DCtXroxpSM7Pz8d5550X8356ZxXIDVTuLH6/340WEwqu6GReNhr1YgzctWuX4qCSBZh41iWXXGId0OV60IVWfn6+dSIB1AhL8W8h1OTrxSCyZ88e5RsIKisrjU4tl1u8t7infh95siDXUV5eHho2bGgY/sQgIurg9ddfd8/RBxi5HPp9du3apTiDdFasWAHgW0dyaWkpVq5c6T5DvrfNsFFSUqIMvBkZGbj++uuVNjVkyBBlcpOTk4OxY8cq9/GaliE3NxcfffSR+1tffaOzatUq5Xcsp4McxSuc+Dr//e9/4z6ruro65uRZRihect999tlnlXPEdxG0bdsWS5YsUY6JgUhuq2LyLde/cM6K58nPCofD2LZtG+bMmWO8C1DTV4TDWf9mAtlQIiv6YiJ6yimnGAZiXRnr37+/4oDp1KkT0tPTsX//fvzrX/8CoEZEvf/++9ayADUyRHZIC6OFkIG6EUNvI61bt7YqVXLE1OrVq61Ki+zkEfJCvld1dXWtN4/PycmJ24cF8eSz17zvTZo0sT5LdnLryO8jf9eqqip3LLEpfTLnnnuucSwQCBhjgF53tgmtPlmznWP7dvEmkELRExO6RGlJdfT6t0XGekktKdqSl6CGeOjPEsqrjDxGC/Qx1xa5v2fPHsUAX1lZaTwvUXsQ90mGHTt2KL9TUlIMp62emtm2ms7mELG1ka+++kr57ff7lbpLT09Xvpcub/Lz85GRkaG006lTpyoT7WAwiIyMDKWcderUQSgUcifhwWAQRUVFSvvPyspy5WcsauNItKHrfHJdi/5am1SbciBMImQ9UbQpeTzU25kYq2Q5Ivqm0EHEtxowYIB7jjh2ySWXKE6qSy+91Li3jO6g0DNByMhtxGY0GTp0KDZt2uT+rlevnhGhf+6551plgxxkMmrUKEO/3bJli7Ud6IEmetuNtfWAji7/bEEUeh/0uhrci+FP15ltK0B1PvroI8MRoDsPPvroI+PeH330kaLPxktTHw8h6+W2oL+rV0egLn9rk0o7UZCTXjY90hz4dkzW26b8zb2MozYHnGgnuqHTixPHdp9Yc0AblZWVRr3p86TKykqjbdsM4vq39eLEr6ysjDnnjSc/bXM5vY3Uq1cvYZ9s1KhRUk6DRGPrlClTFJ1EjG0yU6dOVVZRAMDkyZONlaNFRUWKDn7LLbcozyopKXGDPwW2QEK5jPIYIJ6v66bxVujL30z0YXncFt9OfBM9MOLAgQNxnQs6oi+Ka8aOHes+Tx+jotGoMf8UiGt27drlniPqRLy/eNb27duN+3jpk5mZmejUqZNhCxPjnaB9+/ZGgIEtkOZnP/uZ0keHDx9uOBpGjRqltP+hQ4caOrruDLFlqBDl1zlW6eZtMjqWA6C28k/IBNnOFKvc8RyJooxyu9L7wqeffupJvsaSLfJxXW560Qeqq6sN+Wq7TpeTol/Wdg6vP2PFihXGWCjq1PbO8Zy7oozxMryJZ8ltRf+28cYLvd0lykCmo7dFfY4I2N9RD5oVZZaf6WUurN9nz549Mcst6xi6fiX0v1g2L6Cmretl0ut6/fr1Mdu2XNfxvkkgEDD08ZtuugmhUEjpn2eeeaZyzyuvvBIZGRnK80eOHKm06ZKSEhQVFSl1NHDgQE9ZBAOBgNE/xH18Pp9xD1E2+bho06LexP1keaj3RfGMZLNICfnu8/nccUvILVsbswUr/vvf/1bKYJtLCn3+kksucd9dto8Lu8fjjz8et2137tw5bjaw2kBn44+Q6upqN2ouFArh97//PYDYg1vPnj0VoaF3ZFtaLUAdRJctW+b+OxAIxHTIeNlPz4tR+/XXX1eMQDZHk572TgjPJk2auIOBbkhq2LChEXEoBFJmZqbrLBBCQn6uKLcw+un3SUtLM6K8ZUEgvo9QsPT75OXlueWWJ8WFhYXYtWsXVq9erdxbDI5icFu9erV7jh4NLAy+tvssXrzYqCdRJ4FAwK1XobQLQSjeR15ZYhto9JVSAwcORGVlpdJe/X6/UuY+ffogEAgoCoBNaNoiNvbv36/cO9FEVwj/ePh8PmVpvXAq6gq1PrGxnSP3JYFeF//73/8A1PRdx3EQDofdVcwC3eHZsGFD4xyhLIv7yGWX627NmjXueT6fz7jPo48+aihjom3Lg/7pp5+uGGvFObJBUm7b4r11I8FPf/pTI03CsGHDlAmJiBpdunSp+0y5LYpn29qIvppFd2zqv/U2smfPHkOO6e1s3bp11m8tK6dCadDvZWtHMrKC16hRI+Tk5FgjqXWSVbJkDh8+bDVyxXM2ysgOEhFp7oXOnTsb77hz505jsuelLnXjie0cL44MGVEO4ViRlV4v+8nokxabsdGLQULIm6ONrNX1Alt96E40wDS262msgJqxVv4GIoVzbbEZbRJFLQcCAcNJ2a5dO6XcPp/PCNDSU7vo41M8ZJkXCASwbt06Zcxdt26dMgboE4isrCxEo1HlG4waNUpxLInvra+QnD9/vns/MZ7L53gxWMdrS8IoF0v/rKioML6tXNeJVikeLbb0yLY2qaPLCMDUQ20pPM8880xlNUVt99IVdaPrDeFwOG4fCYVCqF+/vtKuhFFDlollZWWGrBYBRUCNHCssLLQGBdq+sa476mPl8uXLPe0H6cUgpLdDrwEyXgx/+pymV69eCcu9du1aowx6f1q7dq1hSF27dq2Rst3L+K0j2oNs1EjWyKm3t1iryY8GYSwUz5L7k3ie3u9kGS/OiecEthl4xDeKF4TpBfk+tjmgjdTUVKPebPIw1ornWKn9vZKWlmaUU5THJuOAmvrV9RG/36+U0efzoVWrVsoxx3GU6wKBAJo3b15rXcrv97vvL/QqfVsEPVNQKBQy6nXUqFGorq5WzsvNzVUM247juNmSRJnPOecc5VnZ2dn43e9+p9xbTzeoO9R8Pp/7b/3/gjp16sQ0usp6rS24RnxDUW5bNgQ561AiRFsQz+rWrVvM7xaNRmM6k2QDb6xzxLPKy8vjOqViIWR1eXm527YzMjJQUVGh1Oc///lP5bqsrCwUFBQo79WlSxfUr19f6aNlZWWKXA8EAqhfv76r72VnZ6OkpEQZ+wKBgJE1ItbcRr5O6D3JylZd3tm+Waw6ru2eY+I+oo7z8/Nr3bcB+7vqffeTTz7xJF9jPV8eu/VgGC/BMTt27DD0e1s96jJUXJPsHthi/rJu3TrDVife1TbG6Y5vea7oZYGHyCwkr4yrTd/Us5WIwPBdu3Z5qm+9HsvLy41gCT1IFIAyBwK+LXNt93zX71NeXh6z3OLefr9f+RZ+v99os36/31hdnZeXp3xbfWwVxGrbQo/x+/347LPPlPvIv6urq5W+FggEMGjQIGXhgOM4qKqqUt6joKAAu3btMsokB/Dn5uZi27ZtiiNPZBhLRFlZmTsG647EiooK47uLOZHsUBTtW9dTZLkt3l3Mv4X+KX+j2gR5CDtRdna2Wzde5Lb4jqmpqe51umyR55LiPeW5qxxQmJGRgR07dmD27NlxnyuvRAW8bScXi2Ozkyv5XrFy5UpXMOzevRu7d+9GRkZGzJUAL7/8MrZs2YLU1FRs3rwZu3fvRiAQQKtWrTB06FD89Kc/xZw5cxAOh+E4jtvQRafdtWsXNm3aBL/f73YsXXgCNUqTF6NqIuUkLS3NSNm2atUqI5J77ty5rlPms88+Q/v27ZGbm4uePXti2LBh+Pvf/248a8uWLcZALd6pc+fObrSCqINmzZq56R2FkDjllFOUbwDUKLHLly83BI/tXUWHX79+PTp37uze94svvkDnzp3x7rvvKudv3rwZY8aMMYwYFRUVroItrgdqBqLi4mJ30ElJScGIESPw0ksv4f7778ehQ4fc7xwKhazpJsX7y888cuQIfD6fKyTLysrgOI6yms8mePUVMUOHDsV9992nTAqi0aiiSAhFTU4lYEvvaEvJoKeG+eCDD5Tfd911l/JbV3JGjRpl3DcSiWDSpEnu7y+++AIdO3Y02pJsxB48eDAqKyuVOpEjYmTkATMcDruK3+LFi2MO4La0OXr9i8FR3hdDfD+5P4m6f+mll7BhwwYjpaWeGxz4to2IclRXV6Nr166oqqpSJt7169dXlBZ9cp2bm6soSGlpaRg1apRSl36/Hz179lT2uxSrD0Uq2fz8fFdh9Pl8bt+ztRHRV4AaBUDfU+qVV15R0r3a2ojNGCPkEVDTDoXcBb79xnJdXHHFFWjcuLHy/oD6bUVflWWJXIdHjhxBhw4dlPs2bdpUeUdBMgZNnc8++8xw/AcZF3MmAAAgAElEQVSDQbzzzjuerpf31N25c6d1D1Mbq1atMp4hp7wW6DK3vLzcUOy8nGMjnrFPyErRB+W6zs7OrpXhB7BPiL04EEUZZcVSHtdjISY/mzZtwogRI9C/f/+458uBKALd0RcKhdC6dWulP9apUwfNmjVzZZPP58PWrVtrbbQIhUJ4+umnlfbkOI7R30OhkNJ/8/PzFedy3bp1sW/fPqW/tGzZEn/961+V++zbt88NygBqAjP0oAxZR5KRZUXjxo3xwAMPKH+fN29e3HetqKjAlVde6f72+XzYuXMnXnvtNfdYJBLBzp07lXZcXl5upPp6/vnnld/hcBhpaWlx27/uCBC/Fy1alLBNij2IZf7zn/+4/xZjqD6WirTegDkxq41hbtCgQUY7XblypefrZfRx8fLLLzfOGTVqlDLhlVc2euHAgQNo3769UuZNmzZh2LBhRh/JzMxUVq3qe7EAwLvvvqvU1yuvvGLsn/zuu++63zYrKwsrV640JqZ6P9IRMkY/Z9myZXHnBTY5Atj1Pd2xt3r16oRpv73gOI4SAe44Dr755hu0bNnSmmpQoBuoADOt7ObNm41MCZs3b1aCF2qbhtRLObyQnp7u1unROBLT0tI8rZLRv7OcOj+W/LcFsLZo0cK6qt72DPlY27Zt3RRUQO0DHMR9XnnlFXTq1Mmts1jja0ZGBn77298qx3RZGwqFjPHP7/e7/U/oFSkpKQnT+ur4/X5cf/31nhwSMrm5ucYcv0uXLkqQQocOHfDaa68Zjjw5Dd+FF16IBx98sFZlBmoCJ0Xwg+gboVBI6f+PPPKIco3P58OoUaPc30LvXrRokXLekiVLjCBg+Zy8vDzcc889yjWfffaZoTvre1jr3//AgQPu3DOW7iVn4NHvIxujhW1HrmtRF+KYLndqq2/q8n7w4MExz4235YGtbenvL9tAkuHzzz9HmzZtlPu++uqrRvYTPRtQUVGRsa/1kCFDjBS5S5cuVfpMIBBQzhGBrvK+aikpKYbued999ym/hX4o11GyK+HEHE+/znafWPe2ZUeIhUgJKKM7/GVCoVCtxjW9jF988UVSjmiB3B9sdZSeno7KysqEDvFE2K5PT09POnWhmPeVl5cfVf2deuqpbppwL06GsrIyZGRkYMCAAcr2PF7R5eOCBQuwcOFCwyEHJJ6PpqWl4bbbblPe33Eca4D3kSNH3PvJ961NsK3jOIb9fOLEiTHrLda2Menp6YadNjU1Vbm33+/HNddco5wXCASsW1bEqiNxbTQaNQLN4ukIdevWxcyZMxVZlp6ejjFjxijPWrp0qTEGzp8/X+kTe/fuVcZbn89njEGxkIPwRR3LckQP/tbbVkVFhTu2xlr9C3w7RopniHmPPP+z9TGb7Qz4dhyWAyprI6PkOtbbVqy5ZIsWLVBaWqpkE/vggw/w+uuvG2XXnY+vvfYasrOzsWnTJrzxxhvYt28fQqEQOnTogAsvvNDYviweTjTZMEbyneZXv/oVnn/+ebRs2VJxFAiDvm0gbNKkScJ9r2y0adMmYQq+8847D5WVlXjjjTfQsmVLNGrUyHCaZGdno2/fvka5xbvoiHNWrFiB//u//zP+7sVAGgufz4e0tLSEqdiEETQ9PR1z5sxR9utLS0vDL37xC9x9993usfT0dCxbtgxXXHFF3JSZBQUFVocsAX73u9/htttuUwaXm2++GXfeeaf7vX/2s5/hoosuwoUXXhh3Yiw7hMh3Hy/fa/z48fjVr36Fp556yjXUhEIhLFmyRElle+ONN2LAgAHusQ4dOmDt2rXG/VJTU4/amPd9w+/3o1OnTkZkpE4yBqxWrVphzpw5StqHE4VsHK0N55xzjpI2N9lzEjlljuV17du3N/ZUycvLM/bUOO200+KmDAZiO5+PNRMmTMDChQvdyUGHDh2wcOFCtGvXzp0UTJgwAR06dMB1110HILaDLjc3t1bGkB8TwWAQZ511lrIfbyAQwNlnn60cE3Ur2l9aWhoqKiqSikYn3310nblly5Zo166d4rjt2LGjkhLQcRwMHTrUPadp06bYsWOHZ2PbD5kGDRrUKhVhLBo1amQYqHr37m0EK5xoknk/OXDkWON1znf55ZcbzqZEpKen4+GHH8Yll1ySbPGOCfXq1VOMcu3bt0dVVZUynxR6ciL9LBn97YeAl3lEo0aNsHz5cpx22mmKHUC/1nEcpKenu+d07tzZmjKefL+IF4AvcBwHb731FgYOHKgY//Pz85WAnLS0NAQCAfecpUuX4vrrr0/aWUq8czzHG0II+T5zNLadvn37Yvbs2Z5WuDON6o+Me+65x2oEKCoqwsCBA9G/f39cffXVyt/0ZcKNGjXCggULMGjQIABQHI36ZrOCr776yjXYl5WVWVdn1XbZuiDWhsQibWVubi6efvppJcJVTxmSl5eHDz74ADNmzEBOTg4ikUhcRVNEvQglZvLkyXjssceUc8aNG2fkjJ88eTIeeeSRuI7GDh06KClQ9Dz+JxMvS8a9RDrUrVsXv/nNbzzt0anz6KOPGsrjE088oRgZKisr8etf/zqhkmnbVyQRgwcP9pw+KZEQzsvLMzZkDoVCmDx5Mvr27RvzOr/fjzFjxnjak+BEkuy+ETb0NEOAtwi7QYMGoaqqSkn1EA6HFYMpUNNG5GP66kCBLNPECsZ4skpf5fh9Qt73yOZ41UkmmOOzzz7zZCQtLi5OeE5t0/gka1jzEn3m5Rw9tW885MjWZByUuqPxaKjN2FxcXIw+ffrU+hl+vx+tW7dWohBbtGiBbdu2Kc7EIUOGKKs9Yq0IkVfK1Kbevy/IOkxtx7FIJKI4FeVj8vgdDodRWFjoriyL52jU91OLh8/nS1pO6nLB5/OhX79+SiRyQUEBJk6cGLdeQqEQ+vfvX+tUiMeSo01VnAg9JXEi9L4UiUSMVN5C35fL/uqrr7r/3r9/v3WOIZ+fbNT+941j4WgE7Kt9NmzYkPC6Jk2aJNSxMzIykk7ZlkjXt43PsbbQkPEy3qSnp+PXv/61csyrPpJo/3Zbv5k8ebLxPJ0WLVrE3FZEkJWVpUT014ZgMGhE/5eXlxvzSaEnx/s+wWDQWH31Q2TYsGHGvs9e2kkgEMCUKVNi7skrZ1+Rz/HSL/WUgTY6d+5sbGfiFS/y9XiPPceb9PT0hLqGbU92G7ZzvGzp07p1azzwwAPGaiQ9zX5lZaV7TvPmzdG8eXMli41ORkYG7rvvPvTs2TNhGb5vOI6D3r17H7d763zXbCSkdhwrOXW8tlkg5LtArH6SqN136NABF1xwAR544AFMnTo15j3btm2L1atXY+HChe64tGLFCiNDQyzY+35ELF68GI8//jiAbx1xLVq0cJ0yDzzwAPbt22dMlqqrq3HxxRfj5ptvBlCzBHzFihWYNWsWevXqpZy7f/9+XHzxxcqx1NRUrF692k1ht2PHjqQdizqlpaV48skn3d+iY3Xr1s1NXxQIBNClSxdFMQ2Hw0hJSVH2OIxGoxg6dCh+9rOfGc/RV+HIk5V27drhk08+UdLrADWbs8ppToqLi1G/fn33GwA1nXns2LHu76ysLKxdu9ZN7XT66aejUaNGyn0dx1EU4S5duuCDDz7AH//4R+W89PR0T5MV3djWvn17Jf9zgwYNsGDBAkyfPl15b7F/m7zpss/nU/ZIiZX+6ptvvsFvf/tbbN++3TA+pKWlxZ2MiSgMeXL85ZdfKvsb/O9//8PatWuVfRIB0xBq229KF876vgkXXXSR8g3jISbzsYyeX3/9teFsFIa622+/XdkjT2+/CxYswD333OP2y3jE2/wbsBt39LryoqxVV1db7zVu3Djlt/7OAvmbbt++3cgZLpDblc/nU8p2xx13YPz48cqqJp/PZ03tIY6lpKS4KTXFvXJycjB06FDX6VZQUOA6LWSnZ0pKilJXBw8exO9+9ztjz7ZExJo4O44Tc5PmrKyshEai9PR0d/+DeASDQcVh5sWxW1VVVWslPhKJ4Pbbb7c+X0ZOkRaLysrKmGNJ586dlTo99dRTrQrZiTS6xEvZp/fReCuDbPvI6SRrPJT3kxDESvti4/Dhw9a9GPXy6N87MzMT06dPV475/X4l+MlxHEyfPh0HDx40An4EPp8PFRUVSv3ZHEr6vnsNGzbEE088YbSnyy67TDFO6+09MzPT+HZt2rTBkCFDlGNPPPGEMZbrTtBEclpGdsDOmDHDeMd4e0/KezAKRD3qZbjpppuMupavE/UhdAPbKlO/36+MUz6fD8uWLTP0R8BMv6bX2datW5V3jUQiuOuuuxSdaP/+/Zg4cSLOOecc5Vp53KioqMCrr76a0DBrk8vHSo44jmNc5/P5jG9n06O8GEPjBSl4kQ+7d+825JBtjy95tbhtfx+xZ6jAq/4vypiorF4c3LGcyvEcT36//zthlLc5LWMFWcps27YtYTrEI0eOJEyPHmseITu+bPVkczbqAT+2+ZYXnaK0tFTZJqE2c8qnn3465t9atmxp6OstW7bE9u3bjYA03ZBdXV2d0Nl06NAhd1sBL9uGyNh0slhOi/T0dGuaePE3fXVebdJ52cYp2/7HXtC/m5hvyeW2tYdEDmPBCy+84K7EFveR3zXW3Gz37t0xM1W0atXKKJNwUIv2nZaWFtPRrzujbGzZssXdnkIfDxIFT9m2fgBqtnARCHl86qmnKu1Q1IcuL5MJyjlWdh4bixcvTqgvVVdXewrEsjmfvei81dXV+Nvf/pbwPFknuuqqq3DbbbfF1e8LCgpw4MABY0scnWbNmsX9e22DMeOhyxGb/uF1m4bjtSJf/44pKSme+tp3jRYtWiQMtk1NTU0Y2HI02IK9ZWzf+pRTTkmY9j8jI0PJ9haLESNGYPr06VbZH6+dtW3b1kiHDJh9wefzJdQb9aCj6667LmGgUM+ePXHttdces4A6Xcbp9l8bbdq0UeroWOuwie4XT1/3MscV97d9+65duyp20aysLKu9OF4ZaxuECXiTpV4Dbr3MV2qL4zhGvft8PgwcOND9Xb9+fSMzx4svvogjR46gZ8+ehq07Go2iW7duAGqCqJYsWYIOHTrgoYcechdhPPXUU1Z7jw6djT8S3n33XdeQ17RpU+zduxeO4+COO+7A6NGj8dxzz6G4uBirVq3CX/7yF+Van8+Hq666CpdeeqlroBP76IjVjeK8J598ErfddpviIddTEEYiEWOzdMB7jnNBNBrFNddco6ysjEQi6N27N/72t7+hQ4cOAGpWVdrSmowcOdJ9n0gkgpUrV+Ldd9818u+npaW5KzFtCvf69evxyiuvGMJt48aNyn6G3bp1MxxD48aNc5XV9PR03H333YogmjRpkuEQ69Wrl3Js+PDhqFOnDnr37q2UobS0FMXFxQkVUnni0qhRI6xbt07Zw2XXrl2YM2cO3nrrLUVpPnToEHr37o3XXnvNVYwikQgOHTrk1lOslUQiPzpgTlLnzJmDadOmxS1zq1atlNUzjuPg9NNPd3+vX7/eKnzD4bAR5aqjD4aXXXaZcU6LFi2UuhZtLdYgW15ebhgWRDlEXnyZl156yfj24XAYP/vZz9w2W1lZiauvvhrnnHNOwolgonQwAwYMMBQY3WisG31joffjVq1aYcSIEcqxWHsEyYrc7t273XrVEcbNjIwMRCIRxeHw8ccfG/tspqWlGSmi9+7d6x4T7bRjx47uvcaPH68EAuzZs8ddLSU/r0+fPkpdXX755Th48KCxIqRNmzbWdxGEw2GjjQwfPhzRaFTZo0wmJyfHMBKdc845inOxuroas2fPNtqIXrfJphM+Vilqkn3+8OHDrccffvhhxRi4atUq6zO8BGR4MczbAhd04hk+dDkYL3XvRRddlNCB7HX1hL63o6gjOQjEy35aQm4eOHDAanDV26n+LQ4ePGjInPfee0+5VzQadX/HGtdSUlKMZ9nSqerfIjMzE6eddpphQB40aJCyylxv74cPH0Z5eTlOPfVU99jGjRsxduxYZbIUCoXQuHFj5Vq9zZSVlXkyjukZJOrXr6+MR1lZWQnljeM4+P3vf68c6927t2Ig9Pv9GDBggDKOp6WlGXsGnX766QlX0Vx66aXKymkAuOaaa4xzzz77bCVIyGb0GzlypPJ75cqVyvOrqqqwcuVKYxKkp1BOS0tLOFHq1q2bMTmVJ7sC/dt6xWbo1HVJm9PQ6/4mgH3SLowh8WSbaJ/69VlZWcrKHkCdQOv1pfdrr2Wvrq7GyJEjjYC0Fi1aoHnz5jHvD5gr6Kqqqoy+pd9HIN43HA4ruqqNE+GMTHaMPZo9q2RsOjCgtkvbHm2276I7Qp577rm4942HvHrfZtyLtTIongN2woQJxrylRYsWVgel7FjPzMxMuA2JbMyJl9JdHkuSwe/3u/e2yRf9/WqToaJly5aKAUswefLkhH1B31eouLhYcYABNdmX+vbt65YpEAgYumteXp41qEHGtnJel9u5ubkxjfryt5FlSSAQwJNPPqnUWXp6ujJ/chwHjz32mOssBGpkojBYxtrftGnTpu4cQLxfy5YtDV3n6quvNvYO1LGtVr7ggguUb1S/fn20b99eedeKigoEg0FF5nhJO6t/o7S0NKNPOo6TVNYLHcdx8Le//c26L7l8Tnp6ekJZ4sVpnZqaah1D5eAD+f1jGaYzMzOxbds2/P3vf4/7vC+++MLYq9XG559/7v5bz4CVkpKCWbNmJQzc0Me/pk2bGtfUqVNHae+FhYVGgMrRbFt0vPg+pIi26fufffZZwmDb8vLymNmYBF4CBGKt/JS3ULEFkujfOjc3F2vWrMETTzwR81lij0QvzsalS5caNkfADFzT2bBhA5YvX24c1+1bjuMY99b11latWim/H3vssYTBRGvWrMHkyZOxZMkS43763ts29MCS0tJS5bpoNIoZM2YYASeyXP/vf/+Le++919XJ49WXrv/rMrtBgwZG0IjtfvJ9qqurjTlhvXr1UFxcrNgi9bZ/6qmnwu/3u/e36b2zZ89W7O1HjhzB888/b7TRfv36xRzb5TFBt/fa9MicnBxFltiyDcryrzb7l+s6k+M4nmyttjFGr69oNIolS5a4v/fu3Yt//OMfSE1NdfcNBmr2ENf32ARqxsYHHnjAfV/h9wkGg7jqqqsA1MyrvASP0Nn4I2DdunW46qqrUFVVhaKiIrRp0wZHjhzBiBEj3OiVnJwc/PznPwcAwzHXsGFDV7AJo9uWLVtQVlamnFtQUOAqxZMmTcLZZ58NoGbiIw962dnZimNIcOjQoVpNqr/66iu3kQvjm+M47qbbskHONgB26tRJmUT861//cutJprKy0q27WbNmWTt5SkqKu2k0UDMgXnvttYrQWbp0qXLv0aNHY8GCBe4733LLLbjxxhsRDofdQeLRRx81UuS8//77ihFBrJZ57LHHjEHgvffew7333osbbrjBEGBicBATonr16rkCRH/mm2++6da1nAJjwoQJStsBagScqCO5nE2aNFHuKcoqK8xATTuSFSB9MHQcB88995wi/Hv37q04aqqqqlBcXGzcOyUlRYm8Ouuss4xoDn0AbN++vaG06XUtJszV1dW49tprrUqFPNHOzs5Gv379AEAxdoqBZ+vWra7DVB4Ufv7znyuG77KyMjzzzDNJRerIVFZWJlyt6cXhYKNRo0aGohern/fr108xWsorg3Ucx8FTTz1ldR7rTjtbJJHexidMmOBGQDuOgyFDhmDx4sXu36PRqNUwrU+69uzZYwQsAOqqtj59+lgngfKxtLQ0I6W1jli9Lcukjh07useBmm/79NNPG4bHK664wrhfvIirunXrol69enEnr+J6LwZYuc1mZmYiNzfX6Ge2++hljPWs7du3K8/o0KGD1bDupaxeotpsDmE9sj1WmnHAVOATKaz6RKi2fxfo/UD0zdpGpQujjXgP2/Xt2rUDEH9FR8uWLd1/C0eT/o1Gjx4d07ArnLRydKseAOE4jhHkEYlEUFlZaWwuL+sOsfpHr169lMlfNBo1dI45c+YYzywvL3edVIFAAJFIxJMs1+Xn448/royHNkejLoMvvPBCQw+79dZblXaXlpaGdevWKUa97t27K893HAe/+93v4jpJxfcT/SgajaKsrEz51oJPP/1Uiar20g4//fRTo/+8+uqrMccPUZ5EDllRZt1xZTNyJjMG28bBSCRijCm1MeLZZJztOSLi30sqe92wce655xr3lFe9ij4oJvLCmC30uniBFLrc+r//+z+jT+7evTth0JjNkaMbH7dv325tI3oZ4gXsCQeGzWig42WssY1v+rHjERkdj/vuuy/hOa+99ppxzIvTsDYG4Xi6h95GgPj6Yyz27t1rBOe9/PLLxvN9Pp8iK73s6y07yGI5GkePHq0E0Nq44IILjGN6+utYBAKBWjuh5fb2pz/9ya0PmVmzZiEajbrlsMkhPTV/YWEhVq1apRy7//77lW1W6tSp447fohyyQTBWm7DJTF2uTps2TVkZanPyTpkyRVlFPGbMGGzbtk2Rf5dddpniWJwzZw7mzZunlOGvf/2r4tiyOQMff/xxxfhZWFiI6667DmvWrFHO++ijj1zDXyx0Jy4AfPjhh4bTaP78+co5NoOpF+OpbiQvKSkx+mQ0GrUG19aWaDSKRx99NOE5XmSLlyDB6upqRCKRuKuV5PYQyzHbtm1b3HvvvXGfJVar1dZxt3v3buW33+/HjTfemNCmJrdboMYeoV+j6zs7d+40zok3Jok+6jULTjIBPF7HxHr16rmyyefzeUpprJfnaO0tMrZgJ68kCgDwkobXtgpQ5yc/+UnCc4SdKl67Pe200wDYs1/olJeXuzZHuf5Ff9WzzdkQNmjA1A+ETJPbja6vCPu2CMzet29fzMBvMbcvKyvDp59+iszMTEP+yE6qWPMl2UEmHKu6c2v+/Plx5wiRSARvvPGGVU/Q0eeFup145syZiv7fo0cPw2Z63nnnKWX0+XzGnLBjx44YNmyYcp1oD4Krr746YZmPHDmCnJwcd/yMRCLYsWOHodPk5eUpdulY6EHbwkYho9e/TaZ62fZHjJHyeKr3l2g0agTT2tCznemLLuR7i+9XXV2NcDiMSZMmKXZlAHjmmWeM9tqqVSvUqVPHzUAk66Xy/CteSnABnY0/cCorKzFx4kQcOXIEeXl5ePTRR90o/4ULF6J169bufzfddJP1Htu3b3fTHspOoH379imrd3QDolDMmjVrhrVr17pGo2g0am2c4XDY0+RUKCxi0Bk/fryrMESjUQwYMACtW7fGokWL3GtefPFFI+3QTTfdhI0bN7q/ly1bhiNHjhiG5XA4jLy8PNxxxx34zW9+g8rKSuNdKysrkZeX5zrUysvLceTIEUXYygbPESNGYNmyZcqEc/r06e4kVwijt956yxAgFRUVSE9Pd+tX1INtsg8AmzdvxhVXXGGsWNWFc/v27Y3Ucjrjx49XVrOOHz/e2nZsK+kSRf0KhgwZojgE9XJGo1F06NBBSVv75ptvKqtIAXvKwsrKStxwww3KdXq70NNujB8/XlHqLr30UsydO1c5R/7OI0aMsDqJZKNpy5YtrRFl+gT05ptvVgb/s846yzD8zJs3L26EpyCeMn748GG0bt06booD0c4SrfK65ZZblHd94403cNZZZyUsHwB88sknSh2sX78+5rndu3dHixYtjMkS8K0hRzivRHuUjcayIWr8+PHo3bu3OzhHo1H06dPHcBjYVkjpxpLt27dbv4fc10OhkFVhkR26devW9eTgveKKKxQl4U9/+pNx3UMPPWQoNddee60RDXbNNdfEbCd/+ctf8O9//xsPP/ywclxuD0KZSvS9x48fjylTpri/Dx8+jL179xqTJ9vERVeSbN8fqJE38vvdd999RmrLUChkGP30CXFqaqoxubRNmm0GGX0FRbx9MIWxINm9JfTrbI5xW33GMkZ4ldcC2WgzYMAAw8Enxgrg276gy5Lx48cbjp1LL71UKbcYO+X6thkMbNGtAnE/OU1zJBLBxo0bjTqSI1lFO9CND9u3bzeMVuvXr1fq9u2333bHMll/EIEB4m9eVn3pQTRy9CIAfPDBB3j//feVY/p9n3nmGWUyDtR8N/m8w4cPG6vS9XTxQueKZTwHaibgrVu3Vs455ZRTrKmaDh06pLRlWzpqvc/bAtVef/1166o7UWZAjd6OhxeH54l2AMXCqyNB1IE+SbYFVugrggYNGmTIO3E/OfJc1wNt46eOnFrX5/Ph4MGDRp/85ptvEmZCsY2dehspKyuzykTd2RNvMi2eYzMa6IhJv9AXe/XqZbQbfUXWmWeeaay+12V9sqsrvY41paWlCVN+JrOvcG2p7QrPiooKT+mGZebNm2c97jgO/vCHP8QsSzL7Out9raCgwJ2HCnSjZNOmTY39dlNTUxPWjTAQ1tbRmJqaqvT1NWvWKOWTU5Pm5eW5/Vdu/+Id9IwjH374oVEeXSbLK2FFOeQAqaPRX3RnjK7LAzXOT/mcxx57zBgT9fngVVddpThMAeDiiy9WHEK21MVnnXWWMv/csWMHJk+ebJwn2kheXl5MB5jYtgb4Vi/XdSJR136/X+knuh7upd/p+kWsVVdlZWXHLL1nIrnnpa17caSKth0vW0g8A7Lgww8/BBC/3F72/NTJzMw03qOsrMxqz9LR5XY8PU5ge794dS3aj5d2FAwGEY1GkZeXF9MRJ4+ZIjAo1ljmOI4S5Ll//363rJFIxNO+yrqzwbaySa/n1NRUQ3bbVhrasmQcC9LT0xPa8wBvGTm8ZFvR5wU2/v3vfyc8R2fIkCFGexs/frwyJ+/Tp49RxvHjx6N///7KsaFDhyq/9bENMLdNAuLP2wXyav81a9Zg48aNxr3lsSxWoKM8Roh2puvNb7/9dsJAihdffBHPPvtswnLr9k7dmSqCawTvvfeeYTNdtmyZshI3EokYc2x1754AACAASURBVMI333wTc+bMUa7T28z48eMTlvncc89F69atFYf1yJEjrRkU47V/0V9t27Do/9Zlsi1AJd4WOQKvafO9OC699Emgpg3pmUlmz55t6CxVVVX4zW9+oxx7//33cc4557i2avm9ZQe0FzslnY0/cLZv3469e/ciKysLjzzySNKpngSyYFq3bp2iMCcyyMgDxr/+9S8A5gAda68BGdlAOWLEiIQpN72WqaKiAllZWUZkQ0ZGBu655x7ccsstbl3+6le/Us7JzMzEn/70J3cSVFVVhaysLOty6IEDB+Lf//439u7dW+s9OwTnn3++28GFshLL6C4U20SKd+/eveOe06NHD0ybNu2YpU38ISEr7HXq1LHuEyCnfDr77LOt58j1f+WVV2Ls2LGeIi+9EG9PFfE3fQ8AeVIkJqDxZEggEMDYsWOtyrgXDhw44Cn6G6hRHN9+++24BkxRZmGYlBVU8beuXbti2rRpnhRKG3qf8WKY9tKHCgsLE0bLd+zY0VPUYSx0JT5WipJ69eq5EWBCdgvEu9SpU8c1OMTba2v48OGYNm2au4q0tuhyLpZzZvv27UokuS2Vdn5+vnG9LpNtbdn2jZPdI9HLvb2gl9tLKlMgeeemjuxg1/cF8Pl8mDZtmmLEHzFihKKwBoNBTJs2TSn38OHDlT7gOI47dgrq1KmTtKNHXsng8/kMY6h4piDWqk3HcQznru4MCYfDbhv5LuwD910lKytLkY95eXnGxErvs1lZWYaBNBwOu/L+aHUWLyn+a5M6JxHJ7I+VDIWFhYpxpbCw0NB/CwsLlXG4sLDQOtEVbduLsTIWPp9PCXhyHMfaJ8XfZLxOvnWSvS4W8fq2yHghZFrv3r2NADNdlvXu3dswLFVVVSnjTbLp67z2C9ucR8erDPYSbX6sSEtLUxyEsZDbXCzDyaxZszwZgeKhZ67Qv+s333yjjG1i30WZ3bt3K2NtWlpazL0ZBQMHDvQUkGijvLxcmafrK7NE2/P5fHjkkUfc47I8FLJZtDfRVuQsPjrHcz+y7zvCVjFv3ryY80NR51lZWe781GagdhwHc+fOTTpzjUCXJbHGw4yMjIT7wQF2o7+M4ziYNGmS9wLGwIveLuxnugPZdp94+rvoK8nOj2MRa5uUzMxM60odGa+6hggUPBbEqyNhO/vNb37jBvnosk20LTl7VaxVfr///e+VTD/JoNsp4wUSCRo2bGhkRLA5fr04O5Ohbdu2noK7vOgAXlYuHY3eF4tu3boZ40C9evVQt25dvPDCC+6x4cOHK07bgoICTJs2TdlPtXv37sZYWl5ervT/Hj16JD0f1sftWHqrQNS73ibkMop+ostt25Y7RCUrK8uwd9jsf3rQj9yOYwVJJNtGvGbx8DIn8SrT7rzzzqO2IQtbtdzHZHuHl/266Wz8gSIatdgge968eW4kxR133IFFixYZ/8VS3Hw+n5sWUERUNmnSxIiSizfZ3Llzp1smv9/vDhRibx7ReWM5zGzvlpGRgTvuuEPZMLekpMR9H3lvgG7duhm5+fv376906mAwiHnz5hmT/xkzZuCuu+7C9u3b3bo855xzlHPmzZuHd955xxVuoVAIt912mxHdd/bZZ2PTpk3YsWMHUlNTcffdd7t1kJKSgjvvvBOPPfaYknZCn+B269YN3bp1c+uhbdu2+OKLL5TJgjyACoeniKoTyApcIBDA0KFDjXNkrr/+ejiOowiumTNnWtuOrEyKOtZTCIqNZ2V8Ph+uvfZaXHTRRe6xkSNHKu/j9/uV6HcAxvJ8oCY9hbyvRf/+/TF27Fgl2uknP/mJoWzn5+crz5NXcgLAL37xC+V3amqqGyHapEkTpKWluf1EVghWrlypvJM4R17hKDuQr7vuOgDfphIsLCzEokWLjGi/QYMGGRMmW5oPvX/K30i0EX1CYdsrRU99IBMOh7Fz507l2w4fPhyLFi0y6tEmL/bv3+9J+Q2FQjjvvPPcNKehUMhYlSnuL94zJSXF2P/L5/PhgQcegOM4rjM4JSUFf/vb39x0wSkpKa7skJ0FsQZYW3o3XaH0EvRx+umnJzQiDhgwwJiU29JQ2PZJGT58uDFJLSgoMFIkinODwSAOHz7sym7xN3G+mEDn5OS4/UE3OJSUlODOO+/EkSNH3HRKQ4cOxaJFi/DUU0+5sld8Mz39ImBOzr744gvj3YCaqG25b9lWutlWtugTW5sxQldiHccxUtaUlJQYcsrL5ujJGo71CFnbZMfmNNH7vEgZ42UvSxvBYNBI+1W3bl384x//cB2JGRkZ6Nixo5LaJj09HfPnz3cDjoLBIDp37qysWI9Go4aOEAqFlBWkxcXFxmoA2+qWBx98EG+88Yb7O5azUQ4YEhNBffVlgwYN3MjOWEZfn8/nthFxn27durlpsYW8srUR3Thl229S5swzz1TKnZubi6lTpyptuVOnTso4EQgEMHXqVGvKRvG8QCCAyy+/XHn/unXrYuzYsXGNdoFAAPfee6+r1ziOg0WLFlkNWG3btlUmMm3btjVknN7n27Zta0zkMjIycOaZZwL4tk/phjcve6NVVFQk3NcROLbGFn11n74C9Vg5qwcPHqzojYMHDza+ydlnn63008GDB+OVV15RzvH7/W7bFjJm5MiR6NGjh3vOyJEjramd5ZTzkUhEkdPhcNi6H0hqaqoxptZ2BZtAtBFBKBRSUtUD8WVhrFXv+jdKSUlRdPmUlBQMHTpUST/o9/uVtu04DoYOHWq0rVAopMgEMXeQV97UJgBDT4Eo4zgO5s2bl7CveGmT+fn5OP/885Vr7rzzTtx///2ey1obJk6cqMiqWEYisaVBrHMuvPBCnHHGGYrD9cILL1TahW0+o69SFbqS4zjWlaCyoTEjI8MqU2SdLRgMoqyszF0NZEPMOfV9d3Vi9Z/U1FT3PYPBoLGqQTy3c+fOyM/Px9tvvw0gflpXUQ8+n8+65cR1113nBu76fD7ceeedePzxx2uVpl+Qk5MT87sHAgG3fcQav+Tjsfo28G1WGnG+vFowmWAo8Qxb2YWtYsuWLa7RNFaddO3aNe4599xzDw4fPuyeEwgEcOuttyrOE9s43bVr11q+UQ0zZsxQVs/E2jMuEbfeequywtdxHCPrii7bbSRKien3+zFv3jxUVla6wXJ6Pfr9fveYGP9ifY/LL7/c1WH9fj9++ctfGvfyirAvxOr78+bNS6jHewluDAaDhuPs97//vTG/8Uq8oPZQKIQ//vGPuO2229xjsZ7TpEkT9162evv1r3/tZswJBoOYP3++mzVL/PbSRvQUnLaU3br+GQgEDJlqk+debJ76fbykce3bt29c57jAiyMxVupQGZuc0lcW1tZhPW3aNMWpCNTY9fTsXhs2bFCC90899VTMnz9fCVw95ZRTDL1VTyneqVMnZWXhPffcY8wlbempb7nlFqWumzVrZp1LyvM2MV/U53vy+C7sVfq83efzKTZSAMo+90CNPhKvbYs2pI97uq116tSpik18zJgxmDp1qiI3WrRoocg7cU68rQXy8/Nx+eWXK+8/aNAgxTZmc6gOHz4c9957r1JOW1bGtm3bGvZseawRMlNfkWjbz1ufa0yePNmweXsJRPOSPtjv91vli45uy7Th8/nQrVs3N9A+FArhmWeewaJFi9w0rLLc1LdWysjIwB//+Ed3DiY7/mUbj5fAMDobf4CUlZXh3XffdX/fe++9ikLfuHFjtG3bVvkvMzMTzz33HAA1okykZ3n55Zfx8MMPuwb5AQMGGKlcNm3aFDN1yezZs5Xy7d27F9nZ2a7xQUx2vXQyQYMGDdyOIkeViXeShciIESOM1TYrVqxQBtEZM2agffv2ioDKzs7GQw89hE2bNiEYDGL27Nlo3749Jk6caLz7Aw88AKCmg8+cORN33XWXck7z5s2xe/dufPbZZwgGg5gxYwYeffRRfPnllwgGg5gzZw4GDRqEG264wZ2MXXzxxUYU/5o1azBr1iwANQbmM844A08++aRyjri+qKgI7du3x5dffok///nPyjmygjpp0iQcPnzYOEdQUFDg3kc4nouKijB48GBkZGRg4cKFyvli4pKSkoKxY8cCUNOqpKenWyMz8vLyMHnyZAwePNg9NmzYMMVoVVhYaOzFojtNioqKMHv2bOU+Y8eOxS233OKWB6gZ/PSIuKZNmyqp28TkWSCn3gVq2pxI9zl48GA8+OCDbj+RlQShaHbv3h3PPfece45tkisU4gcffNCd4IwYMQJvvvmmoRxmZGS4CpNwOOiGjLp16xqrhuXnfvnll4hEIkbaUl2Bvvbaa+PuJxONRjF79myljEeOHEHr1q3jKtUiDeKLL74Y8xwZseehkEF9+vQxJiTCwCH6QoMGDQyjR8+ePVGnTh0cOXLEdQb37dtXUVQaNGjgKgni+uzsbMWRLdOtWzfDeNegQQNFcTrllFMSRqa1a9cOzzzzTNxzmjZtiuLiYuVe/fr1M+49fvx4Q/HT93wpLi42ZHo0GkV2djYmTZqEcDjsru7OzMxU5EdaWho2bdoEoKbv7du3D6FQSDnH5/Ph7rvvRiQSwS233IJ9+/YhOzsbN910E1q1aoUnnngCBw8eRCgUcvuNuF52puht8vDhw9ZIsBUrVihRa6+//rqhoNkiP/UI788//9zoO7rMcBzHuh+Ynu7SFoEsT9Lk/c5qi37d4cOHjWAB2711J6VoO4nSL8Uy4IVCIWW8F/z2t79Vnnn77bcrfy8tLcWdd97p/q5Xr55xjozQU8QkU04T9+C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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import datetime\n",
    "\n",
    "train['date'] = pd.to_datetime(train['dteday'])\n",
    "train['dayofyear'] = train[\"date\"].dt.dayofyear  #减今年的第几天\n",
    "\n",
    "fig,ax = plt.subplots()\n",
    "sn.pointplot(data=train[['dayofyear','cnt','yr']],\n",
    "             x='dayofyear',y='cnt',\n",
    "             hue='yr',ax=ax)\n",
    "ax.set(title=\"daily distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "每年开始和结束的数量少，中间多，骑行量和季节/月份有关"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.3 季节与骑车数量的关系\n",
    "violinplot得到详细分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd7df02feb8>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(data=train[['season',\n",
    "                        'cnt']],\n",
    "              x=\"season\",y=\"cnt\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "能看出来每个季节骑行量的分布不同\n",
    "barplot利用矩阵条的高度反映数值变量的集中趋势，以及使用errorbar功能（差棒图）来估计变量之间的差值统计。\n",
    "谨记barplot展示的是某种变量分布的平均值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Seasonly distribution of counts')]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['season',\n",
    "                       'cnt']],\n",
    "           x=\"season\",y=\"cnt\")\n",
    "ax.set(title=\"Seasonly distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "骑行量和季节的关系就很明显了：第2、3、4季度的骑行量明显高于第1季度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.4 月份与骑车数量的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Monthly distribution of counts')]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['mnth','cnt']],x=\"mnth\",y=\"cnt\")\n",
    "ax.set(title=\"Monthly distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.5 天气和骑车数目的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'weathersit distribution of counts')]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['weathersit',\n",
    "                       'cnt']],\n",
    "           x=\"weathersit\",y=\"cnt\")\n",
    "ax.set(title=\"weathersit distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.6 工作日和节假日的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd7deea3ac8>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,(ax1,ax2) = plt.subplots(ncols=2)\n",
    "sn.barplot(data=train,x='holiday',y='cnt',ax=ax1)\n",
    "sn.barplot(data=train,x='workingday',y='cnt',ax=ax2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.7 数值型特征和y之间的相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd7dee041d0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrMatt = train[[\"temp\",\"atemp\",\n",
    "                  \"hum\",\"windspeed\",\n",
    "                  \"casual\",\"registered\",\n",
    "                  \"cnt\"]].corr()\n",
    "mask = np.array(corrMatt)\n",
    "mask[np.tril_indices_from(mask)] = False\n",
    "sn.heatmap(corrMatt, mask=mask,\n",
    "           vmax=.8, square=True,annot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "体感温度和温度高度相关\n",
    "目标cnt与温度正相关、湿度和风速负相关"
   ]
  }
 ],
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